In [1]:
import tensorflow as tf
gpus = tf.config.experimental.list_physical_devices('GPU')
for gpu in gpus:
  tf.config.experimental.set_memory_growth(gpu, True)

1. Import Libraries¶

In [2]:
import pandas as pd
import matplotlib.pyplot as plt
import numpy as np
import os
import seaborn as sns
from tensorflow.keras.layers import Input, Dense, Reshape, Flatten, Dropout, BatchNormalization, Activation, ZeroPadding2D, LeakyReLU, ReLU, UpSampling2D, Conv2D, Conv2DTranspose
from tensorflow.keras.models import Sequential, Model
from tensorflow.keras.optimizers import Adam

2. Load Data¶

In [3]:
df_original = pd.read_csv('emnist-letters-train.csv', header=None)
df_original
Out[3]:
0 1 2 3 4 5 6 7 8 9 ... 775 776 777 778 779 780 781 782 783 784
0 23 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0
1 7 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0
2 16 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0
3 15 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0
4 23 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
99035 18 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0
99036 24 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0
99037 19 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0
99038 -1 174 174 174 174 174 174 174 174 174 ... 174 174 174 174 174 174 174 174 174 174
99039 -1 42 42 42 42 42 42 42 42 42 ... 42 42 42 42 42 42 42 42 42 42

99040 rows × 785 columns

From the dataframe shown above, we can see that there are 785 different columns and 99040 different rows. After some analysis of the data in excel, we hypothesized that column 0 is the label column which identifies what alphabet the image would represent in its number-letter correspondence (with -1 representing a blank image) and the rest of the columns are pixel values. Hence for each row, we have 1 label value and 784 pixel values which can be nicely reshaped into a 28x28 image.

To confirm our hypothesis, we will do some data analysis of the dataset

3. Exploratory Data Aanalysis¶

Get all the labels in the dataset

In [4]:
alphabets = df_original.iloc[:, 0]

labelsArr = alphabets.copy()
labelsArr = np.array(labelsArr[labelsArr != -1])

alphabets
Out[4]:
0        23
1         7
2        16
3        15
4        23
         ..
99035    18
99036    24
99037    19
99038    -1
99039    -1
Name: 0, Length: 99040, dtype: int64

Get all the pixel values in the dataset

In [5]:
df = df_original.iloc[:, 1:]
df
Out[5]:
1 2 3 4 5 6 7 8 9 10 ... 775 776 777 778 779 780 781 782 783 784
0 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0
1 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0
2 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0
3 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0
4 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
99035 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0
99036 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0
99037 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0
99038 174 174 174 174 174 174 174 174 174 174 ... 174 174 174 174 174 174 174 174 174 174
99039 42 42 42 42 42 42 42 42 42 42 ... 42 42 42 42 42 42 42 42 42 42

99040 rows × 784 columns

y-label Analysis¶

As we all know, there are 26 different alphabets in the English language. Hence we should have 26 different labels in the dataset if our hypothesis is correct

In [6]:
np.sort(alphabets.unique())
Out[6]:
array([-1,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20, 21, 22, 23, 24, 25, 26], dtype=int64)
In [7]:
len(alphabets.unique())
Out[7]:
27

However, we can see that there are actually 27 different unique labels in the dataset with the values ranging from 1 to 26 and -1. Let's try to find out what -1 represents and whether labels 1-26 are the alphabets' number-letter correspondence by plotting them out as images

Before that, we need to do some data preprocessing to be able to plot out our images. As we can see from the datasets above, every row contains pixel values for every image in the form of a 1D array in as there are 784 columns which can be reshaped into a 28x28 array. We need to reshape them into 2D arrays to visualize them

Pixel Values¶

In [8]:
print(f'Highest pixel value: {df.max().max()}')
print(f'Lowest pixel value: {df.min().min()}')

Highest pixel value: 255
Lowest pixel value: 0

The pixel values of the dataset ranges from 0 to 255 which confirms our hypothesis that the columns 1-785 are pixel values

Data Preprocessing¶

In [9]:
def createMatrix(df):
    """
    Gets the pixel value from each row and reshapes it into a 28x28 matrix
    """
    arr = []

    for row in range(len(df)):
        img = df.iloc[row, :].values.reshape((28, 28))
        arr.append(img)

    arr = np.array(arr)
    print(arr.shape)

    return arr
In [10]:
imageArr = createMatrix(df)

(99040, 28, 28)

Plot Images¶

Using plt.imshow(), we can visualise our transformed 2D arrays as grayscale images

In [11]:
def imageSubplot(arr, numberOfImages, titles=None):
    """
    Plots a 3 by `numberOfImages` grid of images
    """
    plt.figure()

    for i in range(numberOfImages):
        plt.subplot(numberOfImages // 3, 3, i+1)  
        plt.imshow(arr[i], cmap='gray')
        plt.axis('off')
        if titles:
            plt.title(titles[i])
        else:
            plt.title(f'Image {i+1}')

    plt.tight_layout()  
    plt.show()

-1 Labelled Image¶

Locate the indexes for the images labelled -1

In [12]:
df_original[df_original.iloc[:, 0] == -1].index
Out[12]:
Index([   20,    30,    31,    36,    39,    41,    56,    65,    74,    75,
       ...
       98979, 99003, 99007, 99010, 99012, 99020, 99023, 99034, 99038, 99039],
      dtype='int64', length=10240)
In [13]:
blankArr = [imageArr[20], imageArr[30], imageArr[31]]
In [14]:
imageSubplot(blankArr, len(blankArr))
No description has been provided for this image

From the image plots above, we can see that the images labelled -1 are blank images. Hence we can conclude that -1 represents a blank image

Alphabet Images¶

Plot out first 6 images of the dataset

In [15]:
first6labels = df_original.iloc[:6, 0].values
first6alphabets = list(map(lambda x: f'{x}: {chr(x + 96)}', first6labels))
In [16]:
imageSubplot(imageArr, 6, first6alphabets)
No description has been provided for this image

From the images above, we can see that the images labelled 1-26 are the number-letter correspondence of the English alphabets. Hence we can conclude that the labels 1-26 are the alphabets' number-letter correspondence

However, we can see that our alphabets look slightly off. This is because the images are not in the correct orientation. We need to transpose them to the correct orientation (rotate 90 degrees clockwise + flip horizontally). We will do that by updating our createMatrix() function.

Image Transformation¶

In [17]:
def createMatrix(df):
    """
    Gets the pixel value from each row and reshapes it into a 28x28 matrix and transposes it
    """
    arr = []

    for row in range(len(df)):
        img = df.iloc[row, :].values.reshape((28, 28))
        arr.append(np.transpose(img))

    arr = np.array(arr)
    print(arr.shape)

    return arr
In [18]:
imageArr = createMatrix(df)

(99040, 28, 28)

Now let's visualise the transformed images and verify that they are in the correct orientation

Blank Images¶

In [19]:
imageSubplot(blankArr, len(blankArr))
No description has been provided for this image

Alphabet Images¶

In [20]:
imageSubplot(imageArr, 6, first6alphabets)
No description has been provided for this image

Alphabets 'a' and 'b'¶

Locate the indexes for the images labelled 1

In [21]:
df_original[df_original.iloc[:, 0] == 1].index
Out[21]:
Index([  164,   184,   216,   220,   226,   233,   333,   336,   346,   387,
       ...
       98792, 98805, 98808, 98872, 98899, 98945, 98959, 98982, 98996, 99021],
      dtype='int64', length=3396)
In [22]:
aArr = [imageArr[164], imageArr[184], imageArr[216], imageArr[220], imageArr[226], imageArr[233]]

Locate the indexes for the images labelled 2

In [23]:
df_original[df_original.iloc[:, 0] == 2].index
Out[23]:
Index([   35,    49,    78,   127,   142,   179,   193,   211,   222,   250,
       ...
       98607, 98640, 98649, 98717, 98749, 98834, 98860, 98913, 98971, 99006],
      dtype='int64', length=3396)
In [24]:
bArr = [imageArr[35], imageArr[49], imageArr[78], imageArr[127], imageArr[142], imageArr[179]]
In [25]:
imageSubplot(aArr, len(aArr))
No description has been provided for this image
In [26]:
imageSubplot(bArr, len(bArr))
No description has been provided for this image

From the image plot above, we can see that for each alphabet there are lower and upper case. Our model will hence be able to generate both lower and upper case alphabet images

We have successfully verified that our transformation works and the images are now in the correct orientation. Our hypothesis about the first column being the labels and the rest of the columns being pixel values has been confirmed

Convert Labels From Numbers To Alphabets¶

In [27]:
alphabets = alphabets.apply(lambda x: chr(x + 96) if x != -1 else 'blank')
alphabets.unique()
Out[27]:
array(['w', 'g', 'p', 'o', 'q', 'm', 'k', 'v', 'x', 'j', 'n', 'r', 'u',
       'z', 's', 'e', 'blank', 'c', 'y', 'b', 'h', 'd', 't', 'i', 'f',
       'l', 'a'], dtype=object)

Image Distribution¶

As our task is to generate images of the alphabets which do not include blank images, we should only focus on the images labelled 1-26 and ignore the blank images labelled -1

In [28]:
labels, counts = np.unique(alphabets, return_counts=True)
totalBlankImages = counts[np.where(labels == 'blank')]
totalAlphabetImages = np.sum(counts[np.where(labels != 'blank')])
In [29]:
numberOfImages = {}
for label, count in zip(labels, counts):
    numberOfImages[label] = count
numberOfImages
Out[29]:
{'a': 3396,
 'b': 3396,
 'blank': 10240,
 'c': 3419,
 'd': 3398,
 'e': 3437,
 'f': 3394,
 'g': 3385,
 'h': 3424,
 'i': 3428,
 'j': 3402,
 'k': 3438,
 'l': 3415,
 'm': 3402,
 'n': 3365,
 'o': 3408,
 'p': 3430,
 'q': 3435,
 'r': 3419,
 's': 3392,
 't': 3436,
 'u': 3419,
 'v': 3422,
 'w': 3423,
 'x': 3437,
 'y': 3453,
 'z': 3427}
In [30]:
plt.figure(figsize=(10,6))
plt.xlabel('Alphabets')
sns.countplot(x=alphabets)
Out[30]:
<Axes: xlabel='Alphabets', ylabel='count'>
No description has been provided for this image
In [31]:
print(f'Average difference between blank and alphabet images: {(totalBlankImages - (totalAlphabetImages / len(counts)))[0]}')

Average difference between blank and alphabet images: 6951.111111111111

We can see that there is a huge difference (~7000 images) in the number of blank images compared to each the number of images for each alphabet. However, if we put into perspective the total number of alphabet images and the total number of blank images, will the difference still be significant?

In [32]:
print(f'Percentage: {round((totalBlankImages / totalAlphabetImages * 100)[0], 2)}%')

Percentage: 11.53%

Since the total number of blank images is just above 10% of the whole dataset, we can safely ignore the blank images and focus on the alphabet images since generating alphabet images is our main task

Excluding Images Without Alphabets¶

In [33]:
df_without_blank = df_original[df_original.iloc[:, 0] != -1].drop(0, axis=1)
df_without_blank
Out[33]:
1 2 3 4 5 6 7 8 9 10 ... 775 776 777 778 779 780 781 782 783 784
0 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0
1 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0
2 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0
3 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0
4 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
99032 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0
99033 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0
99035 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0
99036 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0
99037 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0

88800 rows × 784 columns

In [34]:
withoutBlankArr = createMatrix(df_without_blank)

(88800, 28, 28)

Alphabet Image Distribution¶

In [35]:
numberOfAlphabetImages = numberOfImages  # make a copy of the dictionary
numberOfAlphabetImages.pop('blank')  # remove the blank image counts
numberOfAlphabetImages
Out[35]:
{'a': 3396,
 'b': 3396,
 'c': 3419,
 'd': 3398,
 'e': 3437,
 'f': 3394,
 'g': 3385,
 'h': 3424,
 'i': 3428,
 'j': 3402,
 'k': 3438,
 'l': 3415,
 'm': 3402,
 'n': 3365,
 'o': 3408,
 'p': 3430,
 'q': 3435,
 'r': 3419,
 's': 3392,
 't': 3436,
 'u': 3419,
 'v': 3422,
 'w': 3423,
 'x': 3437,
 'y': 3453,
 'z': 3427}
In [36]:
plt.xlabel('Alphabets')
sns.countplot(x=alphabets[alphabets != 'blank'])
Out[36]:
<Axes: xlabel='Alphabets', ylabel='count'>
No description has been provided for this image

We can see that there are no significant biases in the classes in the dataset. Hence, we do not need to worry about a class imbalance which may affect our model's performance

Model Training¶

In [37]:
# Import necessary libraries
import numpy as np
from numpy.random import randn, randint
import matplotlib.pyplot as plt
from skimage.metrics import structural_similarity as ssim
import os
import tensorflow as tf
from tensorflow.keras.layers import (
    Dense, BatchNormalization, ReLU, Reshape, Conv2DTranspose, 
    Conv2D, LeakyReLU, Dropout, Flatten, Input
)
from tensorflow.keras.models import Model
from tensorflow.keras.optimizers import Adam
from tensorflow.keras.preprocessing.image import img_to_array, array_to_img

Base DCGAN¶

In [38]:
import numpy as np
from tensorflow.keras.layers import Dense, BatchNormalization, ReLU, Reshape, Conv2DTranspose, Conv2D, LeakyReLU, Dropout, Flatten, Input
from tensorflow.keras.models import Sequential, Model
from tensorflow.keras.optimizers import Adam
from tensorflow.keras.preprocessing.image import img_to_array, array_to_img
from skimage.metrics import structural_similarity as ssim
import matplotlib.pyplot as plt
import os
import tensorflow as tf

class base_DCGAN:
    def __init__(self, rows, cols, channels, z=100):
        # Input shape
        self.img_rows = rows
        self.img_cols = cols
        self.channels = channels
        self.img_shape = (self.img_rows, self.img_cols, self.channels)
        self.latent_dim = z
        disc_optimizer = Adam(learning_rate=0.0002, beta_1=0.5)
        gen_optimizer = Adam(learning_rate=0.0001, beta_1=0.5)
        self.discriminator = self.build_discriminator()
        self.discriminator.compile(loss='binary_crossentropy',
                                   optimizer=disc_optimizer,
                                   metrics=['accuracy'])
        self.generator = self.build_generator()
        z = Input(shape=(self.latent_dim,))
        img = self.generator(z)
        self.discriminator.trainable = False
        valid = self.discriminator(img)
        self.combined = Model(z, valid)
        self.combined.compile(loss='binary_crossentropy',
                              optimizer=gen_optimizer)

    def build_generator(self):
        model = Sequential(name='Generator')
        model.add(Dense(7*7*256, use_bias=False, input_dim=self.latent_dim))
        model.add(BatchNormalization())
        model.add(ReLU())
        model.add(Reshape((7, 7, 256)))

        model.add(Conv2DTranspose(128, (1, 1), strides=(2, 2), padding='same', use_bias=False))
        model.add(BatchNormalization())
        model.add(ReLU())

        model.add(Conv2DTranspose(128, (3, 3), strides=(1, 1), padding='same', use_bias=False))
        model.add(BatchNormalization())
        model.add(ReLU())

        model.add(Conv2DTranspose(128, (3, 3), strides=(1, 1), padding='same', use_bias=False))
        model.add(BatchNormalization())
        model.add(ReLU())

        model.add(Conv2DTranspose(128, (5, 5), strides=(2, 2), padding='same', use_bias=False))
        model.add(BatchNormalization())
        model.add(ReLU())

        model.add(Conv2DTranspose(1, (3, 3), strides=(1, 1), padding='same', use_bias=False, activation='tanh'))
        model.summary()
        noise = Input(shape=(self.latent_dim,))
        img = model(noise)
        return Model(noise, img)

    def build_discriminator(self):
        model = Sequential(name='Discriminator')
        model.add(Conv2D(64, kernel_size=3, strides=5, input_shape=self.img_shape, padding="same"))
        model.add(LeakyReLU(alpha=0.2))
        model.add(Dropout(0.25))

        model.add(Conv2D(128, kernel_size=3, strides=2, padding="same"))
        model.add(LeakyReLU(alpha=0.2))
        model.add(Dropout(0.25))

        model.add(Conv2D(128, kernel_size=3, strides=2, padding="same"))
        model.add(LeakyReLU(alpha=0.2))
        model.add(Dropout(0.25))
        model.add(Flatten())
        
        model.add(Dense(1, activation='sigmoid'))
        model.summary()
        img = Input(shape=self.img_shape)
        validity = model(img)
        return Model(img, validity)

    def calculate_ssim(self, real_images, generated_images):
        ssim_scores = []
        for i in range(len(real_images)):
            score, _ = ssim(real_images[i], generated_images[i], full=True, data_range=real_images[i].max() - real_images[i].min())
            ssim_scores.append(score)
        return np.mean(ssim_scores)

    def train(self, epochs, batch_size=128, save_interval=50):
        # scale to [-1, 1]
        X_train = (withoutBlankArr - 127.5) / 127.5
        X_train = np.expand_dims(X_train, axis=3)

        # Adversarial ground truths
        valid = np.ones((batch_size, 1))
        fake = np.zeros((batch_size, 1))

        # Lists to store the losses and SSIM scores
        d_losses = []
        g_losses = []
        ssim_scores = []

        for epoch in range(epochs):
            # ---------------------
            # Train Discriminator
            # ---------------------
            # Select a random half of images
            idx = np.random.randint(0, X_train.shape[0], batch_size)
            imgs = X_train[idx]
            # Sample noise and generate a batch of new images
            noise = np.random.normal(0, 1, (batch_size, self.latent_dim))
            gen_imgs = self.generator.predict(noise)
            # Train the discriminator (it classify real images as 1 and generated images as 0)
            d_loss_real = self.discriminator.train_on_batch(imgs, valid)
            d_loss_fake = self.discriminator.train_on_batch(gen_imgs, fake)
            d_loss = 0.5 * np.add(d_loss_real, d_loss_fake)
            d_losses.append(d_loss[0])  # Record the discriminator loss

            # ---------------------
            # Train Generator
            # ---------------------
            # Train the generator (it wants discriminator to predict generated images as 1)
            g_loss = self.combined.train_on_batch(noise, valid)
            g_losses.append(g_loss)  # Record the generator loss

            # Calculate SSIM score
            ssim_score = self.calculate_ssim(np.squeeze(imgs), np.squeeze(gen_imgs))
            ssim_scores.append(ssim_score)
            
            if epoch % save_interval == 0:
                print(f"{epoch} [D loss: {d_loss[0]}, acc.: {100 * d_loss[1]:.2f}%] [G loss: {g_loss}] [SSIM: {ssim_score}]")
                self.save_imgs(epoch)

        # Plot loss curves and SSIM scores
        self.plot_scores(d_losses, g_losses, ssim_scores)

    def save_imgs(self, epoch):
        r, c = 5, 5
        noise = np.random.normal(0, 1, (r * c, self.latent_dim))
        gen_imgs = self.generator.predict(noise)

        # Rescale images 0 - 1
        gen_imgs = 0.5 * gen_imgs + 0.5

        fig, axs = plt.subplots(r, c)
        cnt = 0
        for i in range(r):
            for j in range(c):
                axs[i, j].imshow(gen_imgs[cnt, :, :, 0], cmap='gray')
                axs[i, j].axis('off')
                cnt += 1
        if not os.path.exists('images'):
            os.makedirs('images')
        fig.savefig(f"images/base_DCGAN_mnist_{epoch}.png")
        plt.close()

    def plot_scores(self, d_losses, g_losses, ssim_scores):
        plt.figure(figsize=(10, 5))

        plt.subplot(1, 2, 1)
        plt.plot(d_losses, label="Discriminator loss")
        plt.plot(g_losses, label="Generator loss")
        plt.xlabel("Epoch")
        plt.ylabel("Loss")
        plt.legend()

        plt.subplot(1, 2, 2)
        plt.plot(ssim_scores, label="SSIM score")
        plt.xlabel("Epoch")
        plt.ylabel("SSIM score")
        plt.legend()

        if not os.path.exists('plots'):
            os.makedirs('plots')
        plt.savefig("plots/base_DCGAN_loss_ssim.png")
        plt.show()

dcgan = base_DCGAN(28, 28, 1)
dcgan.train(epochs=5001, batch_size=256)

Model: "Discriminator"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 conv2d (Conv2D)             (None, 6, 6, 64)          640       
                                                                 
 leaky_re_lu (LeakyReLU)     (None, 6, 6, 64)          0         
                                                                 
 dropout (Dropout)           (None, 6, 6, 64)          0         
                                                                 
 conv2d_1 (Conv2D)           (None, 3, 3, 128)         73856     
                                                                 
 leaky_re_lu_1 (LeakyReLU)   (None, 3, 3, 128)         0         
                                                                 
 dropout_1 (Dropout)         (None, 3, 3, 128)         0         
                                                                 
 conv2d_2 (Conv2D)           (None, 2, 2, 128)         147584    
                                                                 
 leaky_re_lu_2 (LeakyReLU)   (None, 2, 2, 128)         0         
                                                                 
 dropout_2 (Dropout)         (None, 2, 2, 128)         0         
                                                                 
 flatten (Flatten)           (None, 512)               0         
                                                                 
 dense (Dense)               (None, 1)                 513       
                                                                 
=================================================================
Total params: 222,593
Trainable params: 222,593
Non-trainable params: 0
_________________________________________________________________
Model: "Generator"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 dense_1 (Dense)             (None, 12544)             1254400   
                                                                 
 batch_normalization (BatchN  (None, 12544)            50176     
 ormalization)                                                   
                                                                 
 re_lu (ReLU)                (None, 12544)             0         
                                                                 
 reshape (Reshape)           (None, 7, 7, 256)         0         
                                                                 
 conv2d_transpose (Conv2DTra  (None, 14, 14, 128)      32768     
 nspose)                                                         
                                                                 
 batch_normalization_1 (Batc  (None, 14, 14, 128)      512       
 hNormalization)                                                 
                                                                 
 re_lu_1 (ReLU)              (None, 14, 14, 128)       0         
                                                                 
 conv2d_transpose_1 (Conv2DT  (None, 14, 14, 128)      147456    
 ranspose)                                                       
                                                                 
 batch_normalization_2 (Batc  (None, 14, 14, 128)      512       
 hNormalization)                                                 
                                                                 
 re_lu_2 (ReLU)              (None, 14, 14, 128)       0         
                                                                 
 conv2d_transpose_2 (Conv2DT  (None, 14, 14, 128)      147456    
 ranspose)                                                       
                                                                 
 batch_normalization_3 (Batc  (None, 14, 14, 128)      512       
 hNormalization)                                                 
                                                                 
 re_lu_3 (ReLU)              (None, 14, 14, 128)       0         
                                                                 
 conv2d_transpose_3 (Conv2DT  (None, 28, 28, 128)      409600    
 ranspose)                                                       
                                                                 
 batch_normalization_4 (Batc  (None, 28, 28, 128)      512       
 hNormalization)                                                 
                                                                 
 re_lu_4 (ReLU)              (None, 28, 28, 128)       0         
                                                                 
 conv2d_transpose_4 (Conv2DT  (None, 28, 28, 1)        1152      
 ranspose)                                                       
                                                                 
=================================================================
Total params: 2,045,056
Trainable params: 2,018,944
Non-trainable params: 26,112
_________________________________________________________________
8/8 [==============================] - 7s 18ms/step
0 [D loss: 0.695656955242157, acc.: 21.88%] [G loss: 0.6733997464179993] [SSIM: 0.0013452284163619477]
1/1 [==============================] - 0s 323ms/step
8/8 [==============================] - 0s 9ms/step
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50 [D loss: 0.07613926753401756, acc.: 99.80%] [G loss: 0.004071368835866451] [SSIM: 0.04629895835953664]
1/1 [==============================] - 0s 14ms/step
8/8 [==============================] - 0s 9ms/step
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100 [D loss: 0.008546354714781046, acc.: 99.80%] [G loss: 0.00035334183485247195] [SSIM: 0.054208753125415406]
1/1 [==============================] - 0s 16ms/step
8/8 [==============================] - 0s 8ms/step
8/8 [==============================] - 0s 10ms/step
8/8 [==============================] - 0s 9ms/step
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150 [D loss: 0.012548760510981083, acc.: 99.61%] [G loss: 3.843427111860365e-05] [SSIM: 0.046256060037034995]
1/1 [==============================] - 0s 19ms/step
8/8 [==============================] - 0s 8ms/step
8/8 [==============================] - 0s 9ms/step
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200 [D loss: 0.0066027583088725805, acc.: 99.80%] [G loss: 1.1206996532564517e-05] [SSIM: 0.0386629163450669]
1/1 [==============================] - 0s 15ms/step
8/8 [==============================] - 0s 9ms/step
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250 [D loss: 0.0017011853051371872, acc.: 100.00%] [G loss: 1.9058867110288702e-05] [SSIM: 0.0282376444512717]
1/1 [==============================] - 0s 25ms/step
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300 [D loss: 0.02539049065671861, acc.: 99.02%] [G loss: 0.349137544631958] [SSIM: 0.029052623228224134]
1/1 [==============================] - 0s 16ms/step
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350 [D loss: 0.029245249927043915, acc.: 100.00%] [G loss: 0.20802006125450134] [SSIM: 0.0012289576478996633]
1/1 [==============================] - 0s 18ms/step
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400 [D loss: 0.3008505702018738, acc.: 87.50%] [G loss: 0.605743944644928] [SSIM: 0.050877990421850365]
1/1 [==============================] - 0s 15ms/step
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450 [D loss: 0.712119460105896, acc.: 56.45%] [G loss: 0.7627622485160828] [SSIM: 0.11317321547184896]
1/1 [==============================] - 0s 18ms/step
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8/8 [==============================] - 0s 9ms/step
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500 [D loss: 0.6197063326835632, acc.: 64.65%] [G loss: 0.5414142608642578] [SSIM: 0.12274760728436086]
1/1 [==============================] - 0s 20ms/step
8/8 [==============================] - 0s 9ms/step
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550 [D loss: 0.6750340461730957, acc.: 58.79%] [G loss: 0.605366587638855] [SSIM: 0.08586074500493343]
1/1 [==============================] - 0s 18ms/step
8/8 [==============================] - 0s 8ms/step
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600 [D loss: 0.6842262148857117, acc.: 53.12%] [G loss: 0.5171382427215576] [SSIM: 0.11797905501921468]
1/1 [==============================] - 0s 20ms/step
8/8 [==============================] - 0s 9ms/step
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8/8 [==============================] - 0s 9ms/step
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650 [D loss: 0.687886506319046, acc.: 54.88%] [G loss: 0.704876184463501] [SSIM: 0.10585522731452335]
1/1 [==============================] - 0s 17ms/step
8/8 [==============================] - 0s 9ms/step
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700 [D loss: 0.7103868424892426, acc.: 48.44%] [G loss: 0.6903640627861023] [SSIM: 0.09348568135591656]
1/1 [==============================] - 0s 15ms/step
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750 [D loss: 0.7031279504299164, acc.: 50.39%] [G loss: 0.7015885710716248] [SSIM: 0.08976097605128698]
1/1 [==============================] - 0s 16ms/step
8/8 [==============================] - 0s 9ms/step
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800 [D loss: 0.6924709677696228, acc.: 52.54%] [G loss: 0.7101737260818481] [SSIM: 0.08607637078596307]
1/1 [==============================] - 0s 20ms/step
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850 [D loss: 0.7001007497310638, acc.: 49.02%] [G loss: 0.7202486395835876] [SSIM: 0.09625277538767034]
1/1 [==============================] - 0s 19ms/step
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900 [D loss: 0.6964005827903748, acc.: 50.00%] [G loss: 0.7418472170829773] [SSIM: 0.08678864817160636]
1/1 [==============================] - 0s 24ms/step
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950 [D loss: 0.7143194377422333, acc.: 43.95%] [G loss: 0.6570403575897217] [SSIM: 0.09363142657750309]
1/1 [==============================] - 0s 19ms/step
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1000 [D loss: 0.6775195002555847, acc.: 60.35%] [G loss: 0.6838874816894531] [SSIM: 0.10613069152233551]
1/1 [==============================] - 0s 22ms/step
8/8 [==============================] - 0s 10ms/step
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1050 [D loss: 0.7066046595573425, acc.: 44.14%] [G loss: 0.7248964309692383] [SSIM: 0.09021618814943422]
1/1 [==============================] - 0s 18ms/step
8/8 [==============================] - 0s 9ms/step
8/8 [==============================] - 0s 8ms/step
8/8 [==============================] - 0s 9ms/step
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1100 [D loss: 0.6891810297966003, acc.: 51.95%] [G loss: 0.7103173136711121] [SSIM: 0.07511737034506816]
1/1 [==============================] - 0s 17ms/step
8/8 [==============================] - 0s 8ms/step
8/8 [==============================] - 0s 9ms/step
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1150 [D loss: 0.6899034380912781, acc.: 52.93%] [G loss: 0.690891444683075] [SSIM: 0.09213942996095384]
1/1 [==============================] - 0s 16ms/step
8/8 [==============================] - 0s 8ms/step
8/8 [==============================] - 0s 9ms/step
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1200 [D loss: 0.6723621785640717, acc.: 61.72%] [G loss: 0.7203525900840759] [SSIM: 0.08612669190526043]
1/1 [==============================] - 0s 19ms/step
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1250 [D loss: 0.6974377334117889, acc.: 48.83%] [G loss: 0.6867855191230774] [SSIM: 0.09033209414745644]
1/1 [==============================] - 0s 15ms/step
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1300 [D loss: 0.6920517086982727, acc.: 52.34%] [G loss: 0.687751054763794] [SSIM: 0.08163237650417898]
1/1 [==============================] - 0s 16ms/step
8/8 [==============================] - 0s 9ms/step
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1350 [D loss: 0.6764951050281525, acc.: 58.40%] [G loss: 0.7146891951560974] [SSIM: 0.07045174595244327]
1/1 [==============================] - 0s 16ms/step
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1400 [D loss: 0.6982041597366333, acc.: 48.24%] [G loss: 0.70164954662323] [SSIM: 0.06801736112131401]
1/1 [==============================] - 0s 18ms/step
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1450 [D loss: 0.7078738510608673, acc.: 44.34%] [G loss: 0.6894431114196777] [SSIM: 0.08382609035155997]
1/1 [==============================] - 0s 18ms/step
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1500 [D loss: 0.6869755983352661, acc.: 54.69%] [G loss: 0.7222198843955994] [SSIM: 0.09371302706957661]
1/1 [==============================] - 0s 20ms/step
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1550 [D loss: 0.7013302445411682, acc.: 46.48%] [G loss: 0.6989012956619263] [SSIM: 0.09084090558591101]
1/1 [==============================] - 0s 19ms/step
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1600 [D loss: 0.7058771550655365, acc.: 45.51%] [G loss: 0.6879837512969971] [SSIM: 0.08724406000398024]
1/1 [==============================] - 0s 16ms/step
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1650 [D loss: 0.6747784316539764, acc.: 61.72%] [G loss: 0.7194435000419617] [SSIM: 0.07047645830568008]
1/1 [==============================] - 0s 21ms/step
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1700 [D loss: 0.6884854435920715, acc.: 55.86%] [G loss: 0.7045445442199707] [SSIM: 0.06533606410332163]
1/1 [==============================] - 0s 16ms/step
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1750 [D loss: 0.6978731453418732, acc.: 49.22%] [G loss: 0.6952643990516663] [SSIM: 0.06353528613197622]
1/1 [==============================] - 0s 23ms/step
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1800 [D loss: 0.7109309732913971, acc.: 41.41%] [G loss: 0.6796060800552368] [SSIM: 0.07588282498600105]
1/1 [==============================] - 0s 15ms/step
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1850 [D loss: 0.701680451631546, acc.: 44.92%] [G loss: 0.697235107421875] [SSIM: 0.08658843849299802]
1/1 [==============================] - 0s 24ms/step
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1900 [D loss: 0.6875703632831573, acc.: 56.84%] [G loss: 0.7003300786018372] [SSIM: 0.08678636454021273]
1/1 [==============================] - 0s 21ms/step
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1950 [D loss: 0.6770024597644806, acc.: 60.35%] [G loss: 0.7252827882766724] [SSIM: 0.0923007368205504]
1/1 [==============================] - 0s 14ms/step
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2000 [D loss: 0.6839395463466644, acc.: 58.59%] [G loss: 0.7061294913291931] [SSIM: 0.0905406134952189]
1/1 [==============================] - 0s 18ms/step
8/8 [==============================] - 0s 9ms/step
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2050 [D loss: 0.6808070838451385, acc.: 60.55%] [G loss: 0.7184044122695923] [SSIM: 0.0965674694773676]
1/1 [==============================] - 0s 18ms/step
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2100 [D loss: 0.6831953525543213, acc.: 58.20%] [G loss: 0.7146912813186646] [SSIM: 0.08938095984048108]
1/1 [==============================] - 0s 30ms/step
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2150 [D loss: 0.6774508953094482, acc.: 62.89%] [G loss: 0.7143086194992065] [SSIM: 0.09880601870211293]
1/1 [==============================] - 0s 21ms/step
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2200 [D loss: 0.6798290014266968, acc.: 59.96%] [G loss: 0.7071695923805237] [SSIM: 0.09028160591959095]
1/1 [==============================] - 0s 16ms/step
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2250 [D loss: 0.6920072734355927, acc.: 50.59%] [G loss: 0.6941623687744141] [SSIM: 0.08380538394203256]
1/1 [==============================] - 0s 17ms/step
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2300 [D loss: 0.7061803638935089, acc.: 42.58%] [G loss: 0.6842252016067505] [SSIM: 0.07673272015226176]
1/1 [==============================] - 0s 23ms/step
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2350 [D loss: 0.6789610683917999, acc.: 58.20%] [G loss: 0.7171381115913391] [SSIM: 0.0736415880868509]
1/1 [==============================] - 0s 18ms/step
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2400 [D loss: 0.6962155699729919, acc.: 48.83%] [G loss: 0.7027231454849243] [SSIM: 0.09656030766486816]
1/1 [==============================] - 0s 18ms/step
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2450 [D loss: 0.6845383048057556, acc.: 58.01%] [G loss: 0.7108073830604553] [SSIM: 0.0973954776496202]
1/1 [==============================] - 0s 17ms/step
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2500 [D loss: 0.6947026252746582, acc.: 50.78%] [G loss: 0.6898861527442932] [SSIM: 0.08952060909585592]
1/1 [==============================] - 0s 18ms/step
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2550 [D loss: 0.6897866427898407, acc.: 52.15%] [G loss: 0.7079247236251831] [SSIM: 0.07189619844490297]
1/1 [==============================] - 0s 14ms/step
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2600 [D loss: 0.6886569261550903, acc.: 52.34%] [G loss: 0.7079794406890869] [SSIM: 0.08342880508867226]
1/1 [==============================] - 0s 19ms/step
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2650 [D loss: 0.6873185038566589, acc.: 57.03%] [G loss: 0.7091476321220398] [SSIM: 0.0875724346172399]
1/1 [==============================] - 0s 15ms/step
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2700 [D loss: 0.6961132884025574, acc.: 49.41%] [G loss: 0.6988691687583923] [SSIM: 0.08069645341350964]
1/1 [==============================] - 0s 22ms/step
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2750 [D loss: 0.6768697500228882, acc.: 60.35%] [G loss: 0.7344977259635925] [SSIM: 0.06944032452106452]
1/1 [==============================] - 0s 19ms/step
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2800 [D loss: 0.6973729431629181, acc.: 50.20%] [G loss: 0.7009743452072144] [SSIM: 0.08797273778387686]
1/1 [==============================] - 0s 15ms/step
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2850 [D loss: 0.6772026717662811, acc.: 60.55%] [G loss: 0.7178325653076172] [SSIM: 0.1110942044052319]
1/1 [==============================] - 0s 16ms/step
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2900 [D loss: 0.6879525482654572, acc.: 53.52%] [G loss: 0.7069392800331116] [SSIM: 0.07654545448590734]
1/1 [==============================] - 0s 21ms/step
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2950 [D loss: 0.6964028477668762, acc.: 51.37%] [G loss: 0.6964460015296936] [SSIM: 0.09697703820538306]
1/1 [==============================] - 0s 19ms/step
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3000 [D loss: 0.6755213737487793, acc.: 64.84%] [G loss: 0.7234465479850769] [SSIM: 0.11263369452157777]
1/1 [==============================] - 0s 24ms/step
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3050 [D loss: 0.6886798441410065, acc.: 55.08%] [G loss: 0.7064158916473389] [SSIM: 0.08337299328104487]
1/1 [==============================] - 0s 20ms/step
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3100 [D loss: 0.6978166699409485, acc.: 49.02%] [G loss: 0.7006862163543701] [SSIM: 0.09198797189430116]
1/1 [==============================] - 0s 16ms/step
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3150 [D loss: 0.6745767891407013, acc.: 62.70%] [G loss: 0.7043101787567139] [SSIM: 0.09771646313692045]
1/1 [==============================] - 0s 19ms/step
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3200 [D loss: 0.6860285997390747, acc.: 56.05%] [G loss: 0.7108172178268433] [SSIM: 0.07983925000067492]
1/1 [==============================] - 0s 23ms/step
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3250 [D loss: 0.6879662871360779, acc.: 53.52%] [G loss: 0.6991779804229736] [SSIM: 0.09025996692925063]
1/1 [==============================] - 0s 18ms/step
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3300 [D loss: 0.7003407776355743, acc.: 47.85%] [G loss: 0.6866206526756287] [SSIM: 0.09852137039954913]
1/1 [==============================] - 0s 16ms/step
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3350 [D loss: 0.6861902475357056, acc.: 57.23%] [G loss: 0.7072092890739441] [SSIM: 0.07702047983316668]
1/1 [==============================] - 0s 20ms/step
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3400 [D loss: 0.6902458965778351, acc.: 55.08%] [G loss: 0.7153829336166382] [SSIM: 0.09328742550826163]
1/1 [==============================] - 0s 21ms/step
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3450 [D loss: 0.6972186267375946, acc.: 46.68%] [G loss: 0.7026258111000061] [SSIM: 0.09340426481522546]
1/1 [==============================] - 0s 19ms/step
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3500 [D loss: 0.6886060237884521, acc.: 55.66%] [G loss: 0.7106804251670837] [SSIM: 0.09436804126039774]
1/1 [==============================] - 0s 22ms/step
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3550 [D loss: 0.6746246814727783, acc.: 64.06%] [G loss: 0.7042307257652283] [SSIM: 0.1073430532424106]
1/1 [==============================] - 0s 19ms/step
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3600 [D loss: 0.6987553536891937, acc.: 48.24%] [G loss: 0.7036174535751343] [SSIM: 0.07142179576768096]
1/1 [==============================] - 0s 16ms/step
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3650 [D loss: 0.6988085210323334, acc.: 49.22%] [G loss: 0.7050902247428894] [SSIM: 0.10174135507845555]
1/1 [==============================] - 0s 17ms/step
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3700 [D loss: 0.6887580156326294, acc.: 54.88%] [G loss: 0.6953221559524536] [SSIM: 0.10482179766014281]
1/1 [==============================] - 0s 20ms/step
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3750 [D loss: 0.6825490295886993, acc.: 57.23%] [G loss: 0.7088406682014465] [SSIM: 0.07651002781282185]
1/1 [==============================] - 0s 23ms/step
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3800 [D loss: 0.6895640790462494, acc.: 54.88%] [G loss: 0.7077004313468933] [SSIM: 0.11012389124698518]
1/1 [==============================] - 0s 19ms/step
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3850 [D loss: 0.6917915940284729, acc.: 50.98%] [G loss: 0.7111889719963074] [SSIM: 0.09508080820794929]
1/1 [==============================] - 0s 24ms/step
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3900 [D loss: 0.7009421586990356, acc.: 47.46%] [G loss: 0.7043250799179077] [SSIM: 0.09693567476611928]
1/1 [==============================] - 0s 23ms/step
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3950 [D loss: 0.6981680393218994, acc.: 46.09%] [G loss: 0.7048511505126953] [SSIM: 0.08330828670934573]
1/1 [==============================] - 0s 19ms/step
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4000 [D loss: 0.6916132867336273, acc.: 55.08%] [G loss: 0.702048659324646] [SSIM: 0.1115409140051437]
1/1 [==============================] - 0s 19ms/step
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4050 [D loss: 0.6939994096755981, acc.: 51.95%] [G loss: 0.6950826048851013] [SSIM: 0.08879877385690697]
1/1 [==============================] - 0s 20ms/step
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4100 [D loss: 0.6911953985691071, acc.: 51.17%] [G loss: 0.7001767158508301] [SSIM: 0.11843589219473802]
1/1 [==============================] - 0s 18ms/step
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4150 [D loss: 0.6953502297401428, acc.: 50.98%] [G loss: 0.7034707069396973] [SSIM: 0.09055920679743562]
1/1 [==============================] - 0s 22ms/step
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4200 [D loss: 0.6944974958896637, acc.: 49.41%] [G loss: 0.6941210031509399] [SSIM: 0.10009810659750733]
1/1 [==============================] - 0s 18ms/step
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4250 [D loss: 0.6899378597736359, acc.: 52.15%] [G loss: 0.7125893831253052] [SSIM: 0.09217652130156487]
1/1 [==============================] - 0s 22ms/step
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4300 [D loss: 0.6928929090499878, acc.: 51.95%] [G loss: 0.7067963480949402] [SSIM: 0.10614063922551314]
1/1 [==============================] - 0s 20ms/step
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4350 [D loss: 0.6963339447975159, acc.: 47.66%] [G loss: 0.6918575763702393] [SSIM: 0.10240706001662986]
1/1 [==============================] - 0s 20ms/step
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4400 [D loss: 0.6949754059314728, acc.: 48.83%] [G loss: 0.706230878829956] [SSIM: 0.10783503749164156]
1/1 [==============================] - 0s 17ms/step
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4450 [D loss: 0.695989191532135, acc.: 48.05%] [G loss: 0.6974220275878906] [SSIM: 0.10650300189089171]
1/1 [==============================] - 0s 20ms/step
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4500 [D loss: 0.6935722231864929, acc.: 51.76%] [G loss: 0.7047101855278015] [SSIM: 0.1012536745071901]
1/1 [==============================] - 0s 21ms/step
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4550 [D loss: 0.6914897561073303, acc.: 53.52%] [G loss: 0.7009993195533752] [SSIM: 0.07873924539361449]
1/1 [==============================] - 0s 20ms/step
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4600 [D loss: 0.6913070678710938, acc.: 52.93%] [G loss: 0.7062520384788513] [SSIM: 0.10067265866511176]
1/1 [==============================] - 0s 21ms/step
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4650 [D loss: 0.6922692358493805, acc.: 52.34%] [G loss: 0.7099652290344238] [SSIM: 0.079992804204773]
1/1 [==============================] - 0s 15ms/step
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4700 [D loss: 0.6941869854927063, acc.: 50.78%] [G loss: 0.6880807876586914] [SSIM: 0.10979809153083364]
1/1 [==============================] - 0s 18ms/step
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4750 [D loss: 0.7003628313541412, acc.: 47.27%] [G loss: 0.696241557598114] [SSIM: 0.10715773365112863]
1/1 [==============================] - 0s 19ms/step
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4800 [D loss: 0.6904184222221375, acc.: 54.49%] [G loss: 0.7008460164070129] [SSIM: 0.08753899482943839]
1/1 [==============================] - 0s 15ms/step
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4850 [D loss: 0.692227840423584, acc.: 52.54%] [G loss: 0.7055754661560059] [SSIM: 0.12620322926843625]
1/1 [==============================] - 0s 34ms/step
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4900 [D loss: 0.6916103065013885, acc.: 53.91%] [G loss: 0.7072383165359497] [SSIM: 0.09830943840792104]
1/1 [==============================] - 0s 36ms/step
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4950 [D loss: 0.6976853609085083, acc.: 47.07%] [G loss: 0.694736659526825] [SSIM: 0.10324792672618927]
1/1 [==============================] - 0s 37ms/step
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5000 [D loss: 0.6888805031776428, acc.: 57.03%] [G loss: 0.7178719639778137] [SSIM: 0.09885575891045212]
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Hypertuned DCGAN¶

In [39]:
from numpy import expand_dims, zeros, ones, vstack
from numpy.random import randn, randint
from keras.optimizers import Adam
from keras.models import Sequential
from keras.layers import Dense, Reshape, Flatten, Conv2D, Conv2DTranspose, LeakyReLU, Dropout
from matplotlib import pyplot
import numpy as np
from skimage.metrics import structural_similarity as ssim 

# define the standalone discriminator model
def define_discriminator(in_shape=(28, 28, 1)):
    model = Sequential()
    # normal
    model.add(Conv2D(64, (3,3), padding='same', input_shape=in_shape))
    model.add(LeakyReLU(alpha=0.2))
    # downsample
    model.add(Conv2D(64, (3,3), strides=(2,2), padding='same'))
    model.add(LeakyReLU(alpha=0.2))
    # downsample
    model.add(Conv2D(128, (3,3), strides=(2,2), padding='same'))
    model.add(LeakyReLU(alpha=0.2))
    # downsample
    model.add(Conv2D(128, (3,3), strides=(2,2), padding='same'))
    model.add(LeakyReLU(alpha=0.2))
    # classifier
    model.add(Flatten())
    model.add(Dropout(0.4))
    model.add(Dense(1, activation='sigmoid'))
    # compile model
    opt = Adam(lr=0.0002, beta_1=0.5)
    model.compile(loss='binary_crossentropy', optimizer=opt, metrics=['accuracy'])
    return model

# define the standalone generator model
def define_generator(latent_dim):
    model = Sequential()
    # foundation for 7x7 image
    n_nodes = 256 * 7 * 7
    model.add(Dense(n_nodes, input_dim=latent_dim))
    model.add(LeakyReLU(alpha=0.2))
    model.add(Reshape((7, 7, 256)))
    # upsample to 14x14
    model.add(Conv2DTranspose(128, (4,4), strides=(2,2), padding='same'))
    model.add(LeakyReLU(alpha=0.2))
    # upsample to 28x28
    model.add(Conv2DTranspose(192, (4,4), strides=(2,2), padding='same'))
    model.add(LeakyReLU(alpha=0.2))
    # output layer
    model.add(Conv2D(1, (7,7), activation='tanh', padding='same'))
    return model

# define the combined generator and discriminator model, for updating the generator
def define_gan(g_model, d_model):
    # make weights in the discriminator not trainable
    d_model.trainable = False
    # connect them
    model = Sequential()
    # add generator
    model.add(g_model)
    # add the discriminator
    model.add(d_model)
    # compile model
    opt = Adam(lr=0.0002, beta_1=0.5)
    model.compile(loss='binary_crossentropy', optimizer=opt)
    return model

def load_real_samples():
    # Assuming withoutBlankArr is a numpy array of shape (num_samples, 28, 28)
    X = (withoutBlankArr - 127.5) / 127.5
    X = np.expand_dims(X, axis=-1)  # Expand to (num_samples, 28, 28, 1)
    return X.astype('float32')

# select real samples
def generate_real_samples(dataset, n_samples):
    # choose random instances
    ix = randint(0, dataset.shape[0], n_samples)
    # retrieve selected images
    X = dataset[ix]
    # generate 'real' class labels (1)
    y = ones((n_samples, 1))
    return X, y

# generate points in latent space as input for the generator
def generate_latent_points(latent_dim, n_samples):
    # generate points in the latent space
    x_input = randn(latent_dim * n_samples)
    # reshape into a batch of inputs for the network
    x_input = x_input.reshape(n_samples, latent_dim)
    return x_input

# use the generator to generate n fake examples, with class labels
def generate_fake_samples(g_model, latent_dim, n_samples):
    # generate points in latent space
    x_input = generate_latent_points(latent_dim, n_samples)
    # predict outputs
    X = g_model.predict(x_input)
    # create 'fake' class labels (0)
    y = zeros((n_samples, 1))
    return X, y

# create and save a plot of generated images
def save_plot(examples, epoch, n=7):
    # scale from [-1,1] to [0,1]
    examples = (examples + 1) / 2.0
    # plot images
    for i in range(n * n):
        # define subplot
        pyplot.subplot(n, n, 1 + i)
        # turn off axis
        pyplot.axis('off')
        # plot raw pixel data
        pyplot.imshow(examples[i, :, :, 0], cmap='gray')
    # save plot to file
    filename = 'hypertuned_DCGAN_e%03d.png' % (epoch+1)
    pyplot.savefig(filename)
    pyplot.close()

# calculate SSIM scores
def calculate_ssim(real_images, generated_images):
    ssim_scores = []
    # Ensure both arrays have the same number of images
    num_images = min(len(real_images), len(generated_images))
    for i in range(num_images):
        score, _ = ssim(real_images[i].reshape(28, 28), generated_images[i].reshape(28, 28), full=True, data_range=real_images[i].max() - real_images[i].min())
        ssim_scores.append(score)
    return np.mean(ssim_scores) if ssim_scores else 0

# evaluate the discriminator, plot generated images, save generator model
def summarize_performance(epoch, g_model, d_model, dataset, latent_dim, n_samples=150):
    # prepare real samples
    X_real, y_real = generate_real_samples(dataset, n_samples)
    # evaluate discriminator on real examples
    _, acc_real = d_model.evaluate(X_real, y_real, verbose=0)
    # prepare fake examples
    x_fake, y_fake = generate_fake_samples(g_model, latent_dim, n_samples)
    # evaluate discriminator on fake examples
    _, acc_fake = d_model.evaluate(x_fake, y_fake, verbose=0)
    # summarize discriminator performance
    print('>Accuracy real: %.0f%%, fake: %.0f%%' % (acc_real*100, acc_fake*100))
    
    # calculate SSIM score
    ssim_score = calculate_ssim(X_real, x_fake)
    print('>SSIM score: %.4f' % ssim_score)
    
    # save plot
    save_plot(x_fake, epoch)
    # save the generator model tile file
    filename = 'hypertuned_DCGAN_%03d.h5' % (epoch+1)
    g_model.save(filename)

# train the generator and discriminator
def train(g_model, d_model, gan_model, dataset, latent_dim, n_epochs=101, n_batch=128):
    bat_per_epo = int(dataset.shape[0] / n_batch)
    half_batch = int(n_batch / 2)
    
    # to store losses and SSIM scores
    d_loss1_list, d_loss2_list, g_loss_list = [], [], []
    ssim_list = []

    # manually enumerate epochs
    for i in range(n_epochs):
        # enumerate batches over the training set
        for j in range(bat_per_epo):
            # get randomly selected 'real' samples
            X_real, y_real = generate_real_samples(dataset, half_batch)
            # update discriminator model weights
            d_loss1, _ = d_model.train_on_batch(X_real, y_real)
            # generate 'fake' examples
            X_fake, y_fake = generate_fake_samples(g_model, latent_dim, half_batch)
            # update discriminator model weights
            d_loss2, _ = d_model.train_on_batch(X_fake, y_fake)
            # prepare points in latent space as input for the generator
            X_gan = generate_latent_points(latent_dim, n_batch)
            # create inverted labels for the fake samples
            y_gan = ones((n_batch, 1))
            # update the generator via the discriminator's error
            g_loss = gan_model.train_on_batch(X_gan, y_gan)
            
            # record losses
            d_loss1_list.append(d_loss1)
            d_loss2_list.append(d_loss2)
            g_loss_list.append(g_loss)
            
            # summarize loss on this batch
            print('>%d, %d/%d, d1=%.3f, d2=%.3f g=%.3f' %
                (i+1, j+1, bat_per_epo, d_loss1, d_loss2, g_loss))
                
            # Calculate SSIM for generated images
            X_fake = (X_fake + 1) / 2.0  # Rescale to [0,1]
            ssim_scores = calculate_ssim(dataset, X_fake)
            ssim_list.append(ssim_scores)

        # evaluate the model performance, sometimes
        if (i+1) % 10 == 0:
            summarize_performance(i, g_model, d_model, dataset, latent_dim)
    
    # plot loss
    plt.figure(figsize=(10, 5))
    plt.plot(d_loss1_list, label='d_loss_real')
    plt.plot(d_loss2_list, label='d_loss_fake')
    plt.plot(g_loss_list, label='g_loss')
    plt.xlabel('Batch')
    plt.ylabel('Loss')
    plt.legend()
    plt.title('Discriminator and Generator Loss')
    plt.savefig('hypertuned_DCGAN_loss_plot.png')
    plt.close()

    # plot SSIM
    plt.figure(figsize=(10, 5))
    plt.plot(ssim_scores, label='SSIM Score')
    plt.xlabel('Epoch')
    plt.ylabel('SSIM')
    plt.legend()
    plt.title('SSIM Score over Epochs')
    plt.savefig('hypertuned_DCGAN_ssim_plot.png')
    plt.close()

# size of the latent space
latent_dim = 100
# create the discriminator
d_model = define_discriminator()
# create the generator
g_model = define_generator(latent_dim)
# create the gan
gan_model = define_gan(g_model, d_model)
# load image data
dataset = load_real_samples()
# train model
train(g_model, d_model, gan_model, dataset, latent_dim)

c:\Users\junyi\anaconda3\envs\gpu_env\lib\site-packages\keras\optimizers\optimizer_v2\adam.py:114: UserWarning: The `lr` argument is deprecated, use `learning_rate` instead.
  super().__init__(name, **kwargs)

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>1, 104/693, d1=0.749, d2=0.744 g=1.534
2/2 [==============================] - 0s 17ms/step
>1, 105/693, d1=0.681, d2=0.625 g=1.464
2/2 [==============================] - 0s 21ms/step
>1, 106/693, d1=0.702, d2=0.678 g=1.777
2/2 [==============================] - 0s 18ms/step
>1, 107/693, d1=0.488, d2=0.422 g=2.042
2/2 [==============================] - 0s 18ms/step
>1, 108/693, d1=0.619, d2=0.495 g=1.564
2/2 [==============================] - 0s 18ms/step
>1, 109/693, d1=0.482, d2=0.653 g=1.584
2/2 [==============================] - 0s 19ms/step
>1, 110/693, d1=0.614, d2=0.656 g=1.467
2/2 [==============================] - 0s 18ms/step
>1, 111/693, d1=0.648, d2=0.714 g=1.416
2/2 [==============================] - 0s 18ms/step
>1, 112/693, d1=0.602, d2=0.577 g=1.444
2/2 [==============================] - 0s 18ms/step
>1, 113/693, d1=0.952, d2=0.655 g=1.130
2/2 [==============================] - 0s 21ms/step
>1, 114/693, d1=0.574, d2=0.648 g=1.301
2/2 [==============================] - 0s 18ms/step
>1, 115/693, d1=0.556, d2=0.598 g=1.503
2/2 [==============================] - 0s 18ms/step
>1, 116/693, d1=0.779, d2=0.568 g=1.279
2/2 [==============================] - 0s 20ms/step
>1, 117/693, d1=0.525, d2=0.599 g=1.271
2/2 [==============================] - 0s 17ms/step
>1, 118/693, d1=0.572, d2=0.634 g=1.317
2/2 [==============================] - 0s 17ms/step
>1, 119/693, d1=0.617, d2=0.530 g=1.329
2/2 [==============================] - 0s 19ms/step
>1, 120/693, d1=0.666, d2=0.598 g=1.332
2/2 [==============================] - 0s 17ms/step
>1, 121/693, d1=0.678, d2=0.533 g=1.414
2/2 [==============================] - 0s 18ms/step
>1, 122/693, d1=0.540, d2=0.486 g=1.487
2/2 [==============================] - 0s 19ms/step
>1, 123/693, d1=0.611, d2=0.475 g=1.518
2/2 [==============================] - 0s 16ms/step
>1, 124/693, d1=0.573, d2=0.527 g=1.459
2/2 [==============================] - 0s 20ms/step
>1, 125/693, d1=0.708, d2=0.551 g=1.277
2/2 [==============================] - 0s 17ms/step
>1, 126/693, d1=0.444, d2=0.571 g=1.434
2/2 [==============================] - 0s 18ms/step
>1, 127/693, d1=0.641, d2=0.518 g=1.407
2/2 [==============================] - 0s 18ms/step
>1, 128/693, d1=0.574, d2=0.526 g=1.357
2/2 [==============================] - 0s 19ms/step
>1, 129/693, d1=0.529, d2=0.487 g=1.360
2/2 [==============================] - 0s 20ms/step
>1, 130/693, d1=0.574, d2=0.543 g=1.428
2/2 [==============================] - 0s 19ms/step
>1, 131/693, d1=0.595, d2=0.547 g=1.294
2/2 [==============================] - 0s 24ms/step
>1, 132/693, d1=0.628, d2=0.573 g=1.325
2/2 [==============================] - 0s 18ms/step
>1, 133/693, d1=0.631, d2=0.631 g=1.381
2/2 [==============================] - 0s 20ms/step
>1, 134/693, d1=0.695, d2=0.578 g=1.334
2/2 [==============================] - 0s 20ms/step
>1, 135/693, d1=0.672, d2=0.636 g=1.359
2/2 [==============================] - 0s 22ms/step
>1, 136/693, d1=0.598, d2=0.523 g=1.373
2/2 [==============================] - 0s 18ms/step
>1, 137/693, d1=0.751, d2=0.585 g=1.306
2/2 [==============================] - 0s 20ms/step
>1, 138/693, d1=0.638, d2=0.654 g=1.326
2/2 [==============================] - 0s 20ms/step
>1, 139/693, d1=0.763, d2=0.617 g=1.227
2/2 [==============================] - 0s 20ms/step
>1, 140/693, d1=0.708, d2=0.680 g=1.216
2/2 [==============================] - 0s 21ms/step
>1, 141/693, d1=0.735, d2=0.658 g=1.166
2/2 [==============================] - 0s 18ms/step
>1, 142/693, d1=0.695, d2=0.654 g=1.154
2/2 [==============================] - 0s 20ms/step
>1, 143/693, d1=0.780, d2=0.692 g=1.110
2/2 [==============================] - 0s 23ms/step
>1, 144/693, d1=0.674, d2=0.645 g=1.189
2/2 [==============================] - 0s 20ms/step
>1, 145/693, d1=0.580, d2=0.641 g=1.235
2/2 [==============================] - 0s 20ms/step
>1, 146/693, d1=0.813, d2=0.613 g=1.183
2/2 [==============================] - 0s 20ms/step
>1, 147/693, d1=0.793, d2=0.661 g=1.113
2/2 [==============================] - 0s 20ms/step
>1, 148/693, d1=0.647, d2=0.654 g=1.217
2/2 [==============================] - 0s 20ms/step
>1, 149/693, d1=0.697, d2=0.554 g=1.172
2/2 [==============================] - 0s 21ms/step
>1, 150/693, d1=0.826, d2=0.670 g=1.103
2/2 [==============================] - 0s 20ms/step
>1, 151/693, d1=0.649, d2=0.665 g=1.133
2/2 [==============================] - 0s 20ms/step
>1, 152/693, d1=0.746, d2=0.655 g=1.104
2/2 [==============================] - 0s 18ms/step
>1, 153/693, d1=0.775, d2=0.717 g=1.074
2/2 [==============================] - 0s 18ms/step
>1, 154/693, d1=0.826, d2=0.708 g=1.095
2/2 [==============================] - 0s 18ms/step
>1, 155/693, d1=0.715, d2=0.641 g=1.103
2/2 [==============================] - 0s 21ms/step
>1, 156/693, d1=0.716, d2=0.635 g=1.104
2/2 [==============================] - 0s 19ms/step
>1, 157/693, d1=0.664, d2=0.668 g=1.099
2/2 [==============================] - 0s 18ms/step
>1, 158/693, d1=0.718, d2=0.614 g=1.206
2/2 [==============================] - 0s 17ms/step
>1, 159/693, d1=0.820, d2=0.540 g=1.192
2/2 [==============================] - 0s 18ms/step
>1, 160/693, d1=0.666, d2=0.550 g=1.270
2/2 [==============================] - 0s 19ms/step
>1, 161/693, d1=0.664, d2=0.519 g=1.369
2/2 [==============================] - 0s 20ms/step
>1, 162/693, d1=0.622, d2=0.432 g=1.497
2/2 [==============================] - 0s 19ms/step
>1, 163/693, d1=0.546, d2=0.410 g=1.684
2/2 [==============================] - 0s 21ms/step
>1, 164/693, d1=0.485, d2=0.304 g=1.840
2/2 [==============================] - 0s 20ms/step
>1, 165/693, d1=0.457, d2=0.273 g=1.827
2/2 [==============================] - 0s 17ms/step
>1, 166/693, d1=0.447, d2=0.318 g=1.694
2/2 [==============================] - 0s 16ms/step
>1, 167/693, d1=0.375, d2=0.448 g=1.635
2/2 [==============================] - 0s 17ms/step
>1, 168/693, d1=0.369, d2=0.476 g=1.591
2/2 [==============================] - 0s 18ms/step
>1, 169/693, d1=0.408, d2=0.486 g=1.477
2/2 [==============================] - 0s 20ms/step
>1, 170/693, d1=0.548, d2=0.582 g=1.338
2/2 [==============================] - 0s 18ms/step
>1, 171/693, d1=0.742, d2=0.647 g=1.203
2/2 [==============================] - 0s 20ms/step
>1, 172/693, d1=0.764, d2=0.723 g=1.089
2/2 [==============================] - 0s 18ms/step
>1, 173/693, d1=0.653, d2=0.802 g=1.294
2/2 [==============================] - 0s 18ms/step
>1, 174/693, d1=0.811, d2=0.670 g=1.258
2/2 [==============================] - 0s 16ms/step
>1, 175/693, d1=0.773, d2=0.675 g=1.111
2/2 [==============================] - 0s 18ms/step
>1, 176/693, d1=0.734, d2=0.713 g=1.110
2/2 [==============================] - 0s 18ms/step
>1, 177/693, d1=0.729, d2=0.711 g=1.170
2/2 [==============================] - 0s 19ms/step
>1, 178/693, d1=0.800, d2=0.614 g=1.120
2/2 [==============================] - 0s 18ms/step
>1, 179/693, d1=0.685, d2=0.708 g=1.132
2/2 [==============================] - 0s 17ms/step
>1, 180/693, d1=0.862, d2=0.633 g=1.075
2/2 [==============================] - 0s 19ms/step
>1, 181/693, d1=0.714, d2=0.638 g=1.109
2/2 [==============================] - 0s 18ms/step
>1, 182/693, d1=0.859, d2=0.743 g=1.117
2/2 [==============================] - 0s 21ms/step
>1, 183/693, d1=0.771, d2=0.635 g=1.075
2/2 [==============================] - 0s 20ms/step
>1, 184/693, d1=0.752, d2=0.621 g=1.061
2/2 [==============================] - 0s 19ms/step
>1, 185/693, d1=0.704, d2=0.692 g=1.145
2/2 [==============================] - 0s 18ms/step
>1, 186/693, d1=0.691, d2=0.651 g=1.219
2/2 [==============================] - 0s 18ms/step
>1, 187/693, d1=0.776, d2=0.632 g=1.116
2/2 [==============================] - 0s 18ms/step
>1, 188/693, d1=0.706, d2=0.599 g=1.174
2/2 [==============================] - 0s 18ms/step
>1, 189/693, d1=0.740, d2=0.646 g=1.158
2/2 [==============================] - 0s 21ms/step
>1, 190/693, d1=0.744, d2=0.675 g=1.130
2/2 [==============================] - 0s 19ms/step
>1, 191/693, d1=0.669, d2=0.703 g=1.038
2/2 [==============================] - 0s 18ms/step
>1, 192/693, d1=0.709, d2=0.768 g=0.951
2/2 [==============================] - 0s 20ms/step
>1, 193/693, d1=0.751, d2=0.710 g=0.967
2/2 [==============================] - 0s 17ms/step
>1, 194/693, d1=0.767, d2=0.890 g=0.977
2/2 [==============================] - 0s 19ms/step
>1, 195/693, d1=0.905, d2=0.834 g=0.973
2/2 [==============================] - 0s 16ms/step
>1, 196/693, d1=0.940, d2=0.865 g=0.831
2/2 [==============================] - 0s 21ms/step
>1, 197/693, d1=0.976, d2=0.936 g=0.802
2/2 [==============================] - 0s 19ms/step
>1, 198/693, d1=0.843, d2=0.841 g=0.870
2/2 [==============================] - 0s 18ms/step
>1, 199/693, d1=0.884, d2=0.750 g=0.914
2/2 [==============================] - 0s 21ms/step
>1, 200/693, d1=0.870, d2=0.732 g=0.982
2/2 [==============================] - 0s 16ms/step
>1, 201/693, d1=0.861, d2=0.669 g=1.007
2/2 [==============================] - 0s 16ms/step
>1, 202/693, d1=0.848, d2=0.619 g=1.092
2/2 [==============================] - 0s 17ms/step
>1, 203/693, d1=0.760, d2=0.534 g=1.200
2/2 [==============================] - 0s 21ms/step
>1, 204/693, d1=0.693, d2=0.432 g=1.340
2/2 [==============================] - 0s 17ms/step
>1, 205/693, d1=0.654, d2=0.414 g=1.425
2/2 [==============================] - 0s 18ms/step
>1, 206/693, d1=0.625, d2=0.405 g=1.465
2/2 [==============================] - 0s 19ms/step
>1, 207/693, d1=0.614, d2=0.418 g=1.381
2/2 [==============================] - 0s 21ms/step
>1, 208/693, d1=0.538, d2=0.489 g=1.298
2/2 [==============================] - 0s 17ms/step
>1, 209/693, d1=0.530, d2=0.495 g=1.238
2/2 [==============================] - 0s 20ms/step
>1, 210/693, d1=0.555, d2=0.545 g=1.204
2/2 [==============================] - 0s 21ms/step
>1, 211/693, d1=0.537, d2=0.615 g=1.137
2/2 [==============================] - 0s 18ms/step
>1, 212/693, d1=0.537, d2=0.566 g=1.142
2/2 [==============================] - 0s 19ms/step
>1, 213/693, d1=0.546, d2=0.677 g=1.102
2/2 [==============================] - 0s 17ms/step
>1, 214/693, d1=0.696, d2=0.646 g=1.059
2/2 [==============================] - 0s 22ms/step
>1, 215/693, d1=0.727, d2=0.614 g=1.003
2/2 [==============================] - 0s 19ms/step
>1, 216/693, d1=0.682, d2=0.700 g=0.892
2/2 [==============================] - 0s 17ms/step
>1, 217/693, d1=0.692, d2=0.718 g=0.928
2/2 [==============================] - 0s 21ms/step
>1, 218/693, d1=0.693, d2=0.762 g=0.995
2/2 [==============================] - 0s 21ms/step
>1, 219/693, d1=0.778, d2=0.738 g=0.961
2/2 [==============================] - 0s 17ms/step
>1, 220/693, d1=0.898, d2=0.730 g=0.943
2/2 [==============================] - 0s 17ms/step
>1, 221/693, d1=0.817, d2=0.789 g=0.866
2/2 [==============================] - 0s 18ms/step
>1, 222/693, d1=0.825, d2=0.793 g=0.844
2/2 [==============================] - 0s 20ms/step
>1, 223/693, d1=0.789, d2=0.762 g=0.884
2/2 [==============================] - 0s 17ms/step
>1, 224/693, d1=0.858, d2=0.771 g=0.893
2/2 [==============================] - 0s 20ms/step
>1, 225/693, d1=0.854, d2=0.737 g=0.938
2/2 [==============================] - 0s 20ms/step
>1, 226/693, d1=0.894, d2=0.740 g=0.992
2/2 [==============================] - 0s 21ms/step
>1, 227/693, d1=0.777, d2=0.550 g=1.193
2/2 [==============================] - 0s 18ms/step
>1, 228/693, d1=0.828, d2=0.455 g=1.309
2/2 [==============================] - 0s 19ms/step
>1, 229/693, d1=0.695, d2=0.380 g=1.448
2/2 [==============================] - 0s 20ms/step
>1, 230/693, d1=0.677, d2=0.353 g=1.460
2/2 [==============================] - 0s 18ms/step
>1, 231/693, d1=0.591, d2=0.370 g=1.415
2/2 [==============================] - 0s 22ms/step
>1, 232/693, d1=0.534, d2=0.410 g=1.358
2/2 [==============================] - 0s 19ms/step
>1, 233/693, d1=0.565, d2=0.452 g=1.208
2/2 [==============================] - 0s 20ms/step
>1, 234/693, d1=0.546, d2=0.542 g=1.136
2/2 [==============================] - 0s 20ms/step
>1, 235/693, d1=0.546, d2=0.591 g=1.101
2/2 [==============================] - 0s 20ms/step
>1, 236/693, d1=0.603, d2=0.674 g=1.085
2/2 [==============================] - 0s 18ms/step
>1, 237/693, d1=0.620, d2=0.633 g=1.200
2/2 [==============================] - 0s 24ms/step
>1, 238/693, d1=0.714, d2=0.569 g=1.230
2/2 [==============================] - 0s 20ms/step
>1, 239/693, d1=0.687, d2=0.584 g=1.095
2/2 [==============================] - 0s 21ms/step
>1, 240/693, d1=0.801, d2=0.568 g=1.175
2/2 [==============================] - 0s 22ms/step
>1, 241/693, d1=0.820, d2=0.562 g=1.118
2/2 [==============================] - 0s 18ms/step
>1, 242/693, d1=0.739, d2=0.637 g=1.109
2/2 [==============================] - 0s 20ms/step
>1, 243/693, d1=0.707, d2=0.646 g=1.089
2/2 [==============================] - 0s 18ms/step
>1, 244/693, d1=0.754, d2=0.640 g=0.995
2/2 [==============================] - 0s 17ms/step
>1, 245/693, d1=0.669, d2=0.689 g=0.909
2/2 [==============================] - 0s 18ms/step
>1, 246/693, d1=0.794, d2=0.746 g=0.769
2/2 [==============================] - 0s 19ms/step
>1, 247/693, d1=0.764, d2=0.813 g=0.671
2/2 [==============================] - 0s 19ms/step
>1, 248/693, d1=0.791, d2=0.887 g=0.641
2/2 [==============================] - 0s 18ms/step
>1, 249/693, d1=0.661, d2=0.874 g=0.642
2/2 [==============================] - 0s 17ms/step
>1, 250/693, d1=0.604, d2=0.864 g=0.642
2/2 [==============================] - 0s 18ms/step
>1, 251/693, d1=0.615, d2=0.832 g=0.680
2/2 [==============================] - 0s 17ms/step
>1, 252/693, d1=0.592, d2=0.787 g=0.731
2/2 [==============================] - 0s 18ms/step
>1, 253/693, d1=0.594, d2=0.714 g=0.786
2/2 [==============================] - 0s 22ms/step
>1, 254/693, d1=0.572, d2=0.723 g=0.821
2/2 [==============================] - 0s 19ms/step
>1, 255/693, d1=0.488, d2=0.700 g=0.871
2/2 [==============================] - 0s 18ms/step
>1, 256/693, d1=0.545, d2=0.651 g=0.881
2/2 [==============================] - 0s 18ms/step
>1, 257/693, d1=0.483, d2=0.632 g=0.915
2/2 [==============================] - 0s 17ms/step
>1, 258/693, d1=0.568, d2=0.638 g=0.866
2/2 [==============================] - 0s 18ms/step
>1, 259/693, d1=0.570, d2=0.878 g=0.858
2/2 [==============================] - 0s 19ms/step
>1, 260/693, d1=0.620, d2=0.850 g=0.761
2/2 [==============================] - 0s 20ms/step
>1, 261/693, d1=0.670, d2=0.912 g=0.794
2/2 [==============================] - 0s 18ms/step
>1, 262/693, d1=0.854, d2=0.965 g=0.844
2/2 [==============================] - 0s 18ms/step
>1, 263/693, d1=0.827, d2=0.718 g=0.979
2/2 [==============================] - 0s 19ms/step
>1, 264/693, d1=0.892, d2=0.671 g=1.098
2/2 [==============================] - 0s 17ms/step
>1, 265/693, d1=0.968, d2=0.542 g=1.226
2/2 [==============================] - 0s 18ms/step
>1, 266/693, d1=0.860, d2=0.512 g=1.324
2/2 [==============================] - 0s 19ms/step
>1, 267/693, d1=0.862, d2=0.511 g=1.237
2/2 [==============================] - 0s 20ms/step
>1, 268/693, d1=0.891, d2=0.491 g=1.127
2/2 [==============================] - 0s 17ms/step
>1, 269/693, d1=0.827, d2=0.603 g=0.981
2/2 [==============================] - 0s 19ms/step
>1, 270/693, d1=0.772, d2=0.730 g=0.849
2/2 [==============================] - 0s 17ms/step
>1, 271/693, d1=0.774, d2=0.744 g=0.775
2/2 [==============================] - 0s 17ms/step
>1, 272/693, d1=0.740, d2=0.747 g=0.745
2/2 [==============================] - 0s 20ms/step
>1, 273/693, d1=0.788, d2=0.763 g=0.717
2/2 [==============================] - 0s 17ms/step
>1, 274/693, d1=0.754, d2=0.841 g=0.661
2/2 [==============================] - 0s 21ms/step
>1, 275/693, d1=0.737, d2=0.796 g=0.653
2/2 [==============================] - 0s 20ms/step
>1, 276/693, d1=0.674, d2=0.819 g=0.630
2/2 [==============================] - 0s 18ms/step
>1, 277/693, d1=0.661, d2=0.832 g=0.649
2/2 [==============================] - 0s 19ms/step
>1, 278/693, d1=0.634, d2=0.789 g=0.652
2/2 [==============================] - 0s 19ms/step
>1, 279/693, d1=0.614, d2=0.766 g=0.663
2/2 [==============================] - 0s 19ms/step
>1, 280/693, d1=0.617, d2=0.785 g=0.669
2/2 [==============================] - 0s 19ms/step
>1, 281/693, d1=0.620, d2=0.815 g=0.685
2/2 [==============================] - 0s 20ms/step
>1, 282/693, d1=0.588, d2=0.757 g=0.705
2/2 [==============================] - 0s 18ms/step
>1, 283/693, d1=0.620, d2=0.796 g=0.706
2/2 [==============================] - 0s 16ms/step
>1, 284/693, d1=0.575, d2=0.747 g=0.705
2/2 [==============================] - 0s 18ms/step
>1, 285/693, d1=0.591, d2=0.729 g=0.698
2/2 [==============================] - 0s 16ms/step
>1, 286/693, d1=0.556, d2=0.731 g=0.734
2/2 [==============================] - 0s 18ms/step
>1, 287/693, d1=0.573, d2=0.713 g=0.741
2/2 [==============================] - 0s 19ms/step
>1, 288/693, d1=0.606, d2=0.755 g=0.686
2/2 [==============================] - 0s 22ms/step
>1, 289/693, d1=0.584, d2=0.742 g=0.703
2/2 [==============================] - 0s 17ms/step
>1, 290/693, d1=0.620, d2=0.742 g=0.695
2/2 [==============================] - 0s 20ms/step
>1, 291/693, d1=0.618, d2=0.776 g=0.758
2/2 [==============================] - 0s 17ms/step
>1, 292/693, d1=0.691, d2=0.667 g=0.808
2/2 [==============================] - 0s 19ms/step
>1, 293/693, d1=0.660, d2=0.691 g=0.785
2/2 [==============================] - 0s 16ms/step
>1, 294/693, d1=0.737, d2=0.699 g=0.836
2/2 [==============================] - 0s 20ms/step
>1, 295/693, d1=0.736, d2=0.620 g=0.899
2/2 [==============================] - 0s 19ms/step
>1, 296/693, d1=0.714, d2=0.601 g=0.909
2/2 [==============================] - 0s 17ms/step
>1, 297/693, d1=0.723, d2=0.638 g=0.924
2/2 [==============================] - 0s 18ms/step
>1, 298/693, d1=0.711, d2=0.577 g=0.972
2/2 [==============================] - 0s 20ms/step
>1, 299/693, d1=0.728, d2=0.577 g=0.911
2/2 [==============================] - 0s 17ms/step
>1, 300/693, d1=0.720, d2=0.625 g=0.919
2/2 [==============================] - 0s 18ms/step
>1, 301/693, d1=0.736, d2=0.596 g=0.899
2/2 [==============================] - 0s 17ms/step
>1, 302/693, d1=0.685, d2=0.628 g=0.836
2/2 [==============================] - 0s 19ms/step
>1, 303/693, d1=0.677, d2=0.666 g=0.850
2/2 [==============================] - 0s 19ms/step
>1, 304/693, d1=0.696, d2=0.603 g=0.811
2/2 [==============================] - 0s 19ms/step
>1, 305/693, d1=0.659, d2=0.641 g=0.786
2/2 [==============================] - 0s 20ms/step
>1, 306/693, d1=0.594, d2=0.668 g=0.815
2/2 [==============================] - 0s 18ms/step
>1, 307/693, d1=0.628, d2=0.661 g=0.768
2/2 [==============================] - 0s 19ms/step
>1, 308/693, d1=0.606, d2=0.701 g=0.801
2/2 [==============================] - 0s 20ms/step
>1, 309/693, d1=0.570, d2=0.666 g=0.776
2/2 [==============================] - 0s 19ms/step
>1, 310/693, d1=0.582, d2=0.641 g=0.803
2/2 [==============================] - 0s 18ms/step
>1, 311/693, d1=0.573, d2=0.660 g=0.796
2/2 [==============================] - 0s 23ms/step
>1, 312/693, d1=0.577, d2=0.635 g=0.813
2/2 [==============================] - 0s 21ms/step
>1, 313/693, d1=0.594, d2=0.678 g=0.838
2/2 [==============================] - 0s 19ms/step
>1, 314/693, d1=0.566, d2=0.682 g=0.822
2/2 [==============================] - 0s 19ms/step
>1, 315/693, d1=0.581, d2=0.649 g=0.804
2/2 [==============================] - 0s 21ms/step
>1, 316/693, d1=0.606, d2=0.656 g=0.844
2/2 [==============================] - 0s 17ms/step
>1, 317/693, d1=0.634, d2=0.670 g=0.803
2/2 [==============================] - 0s 21ms/step
>1, 318/693, d1=0.658, d2=0.645 g=0.849
2/2 [==============================] - 0s 21ms/step
>1, 319/693, d1=0.653, d2=0.620 g=0.868
2/2 [==============================] - 0s 21ms/step
>1, 320/693, d1=0.681, d2=0.600 g=0.893
2/2 [==============================] - 0s 21ms/step
>1, 321/693, d1=0.675, d2=0.636 g=0.892
2/2 [==============================] - 0s 22ms/step
>1, 322/693, d1=0.652, d2=0.606 g=0.916
2/2 [==============================] - 0s 18ms/step
>1, 323/693, d1=0.649, d2=0.570 g=0.841
2/2 [==============================] - 0s 20ms/step
>1, 324/693, d1=0.646, d2=0.614 g=0.897
2/2 [==============================] - 0s 19ms/step
>1, 325/693, d1=0.642, d2=0.602 g=0.907
2/2 [==============================] - 0s 18ms/step
>1, 326/693, d1=0.661, d2=0.572 g=0.887
2/2 [==============================] - 0s 20ms/step
>1, 327/693, d1=0.662, d2=0.606 g=0.886
2/2 [==============================] - 0s 16ms/step
>1, 328/693, d1=0.646, d2=0.617 g=0.905
2/2 [==============================] - 0s 17ms/step
>1, 329/693, d1=0.646, d2=0.626 g=0.882
2/2 [==============================] - 0s 18ms/step
>1, 330/693, d1=0.645, d2=0.632 g=0.871
2/2 [==============================] - 0s 20ms/step
>1, 331/693, d1=0.646, d2=0.654 g=0.879
2/2 [==============================] - 0s 17ms/step
>1, 332/693, d1=0.701, d2=0.639 g=0.850
2/2 [==============================] - 0s 17ms/step
>1, 333/693, d1=0.673, d2=0.634 g=0.857
2/2 [==============================] - 0s 19ms/step
>1, 334/693, d1=0.610, d2=0.628 g=0.810
2/2 [==============================] - 0s 17ms/step
>1, 335/693, d1=0.611, d2=0.609 g=0.833
2/2 [==============================] - 0s 17ms/step
>1, 336/693, d1=0.624, d2=0.655 g=0.844
2/2 [==============================] - 0s 16ms/step
>1, 337/693, d1=0.627, d2=0.712 g=0.834
2/2 [==============================] - 0s 19ms/step
>1, 338/693, d1=0.593, d2=0.645 g=0.824
2/2 [==============================] - 0s 19ms/step
>1, 339/693, d1=0.624, d2=0.616 g=0.821
2/2 [==============================] - 0s 18ms/step
>1, 340/693, d1=0.593, d2=0.654 g=0.825
2/2 [==============================] - 0s 19ms/step
>1, 341/693, d1=0.626, d2=0.646 g=0.808
2/2 [==============================] - 0s 19ms/step
>1, 342/693, d1=0.570, d2=0.670 g=0.841
2/2 [==============================] - 0s 19ms/step
>1, 343/693, d1=0.582, d2=0.683 g=0.854
2/2 [==============================] - 0s 19ms/step
>1, 344/693, d1=0.635, d2=0.595 g=0.921
2/2 [==============================] - 0s 23ms/step
>1, 345/693, d1=0.666, d2=0.652 g=0.921
2/2 [==============================] - 0s 18ms/step
>1, 346/693, d1=0.682, d2=0.600 g=0.877
2/2 [==============================] - 0s 18ms/step
>1, 347/693, d1=0.664, d2=0.675 g=0.856
2/2 [==============================] - 0s 18ms/step
>1, 348/693, d1=0.642, d2=0.574 g=0.850
2/2 [==============================] - 0s 20ms/step
>1, 349/693, d1=0.618, d2=0.629 g=0.862
2/2 [==============================] - 0s 19ms/step
>1, 350/693, d1=0.646, d2=0.663 g=0.872
2/2 [==============================] - 0s 22ms/step
>1, 351/693, d1=0.645, d2=0.615 g=0.850
2/2 [==============================] - 0s 19ms/step
>1, 352/693, d1=0.645, d2=0.657 g=0.844
2/2 [==============================] - 0s 18ms/step
>1, 353/693, d1=0.663, d2=0.589 g=0.860
2/2 [==============================] - 0s 17ms/step
>1, 354/693, d1=0.607, d2=0.644 g=0.836
2/2 [==============================] - 0s 17ms/step
>1, 355/693, d1=0.621, d2=0.653 g=0.883
2/2 [==============================] - 0s 18ms/step
>1, 356/693, d1=0.658, d2=0.640 g=0.874
2/2 [==============================] - 0s 17ms/step
>1, 357/693, d1=0.643, d2=0.613 g=0.836
2/2 [==============================] - 0s 19ms/step
>1, 358/693, d1=0.611, d2=0.643 g=0.900
2/2 [==============================] - 0s 23ms/step
>1, 359/693, d1=0.639, d2=0.625 g=0.870
2/2 [==============================] - 0s 18ms/step
>1, 360/693, d1=0.661, d2=0.627 g=0.886
2/2 [==============================] - 0s 20ms/step
>1, 361/693, d1=0.700, d2=0.636 g=0.888
2/2 [==============================] - 0s 18ms/step
>1, 362/693, d1=0.639, d2=0.618 g=0.836
2/2 [==============================] - 0s 19ms/step
>1, 363/693, d1=0.689, d2=0.621 g=0.872
2/2 [==============================] - 0s 16ms/step
>1, 364/693, d1=0.654, d2=0.664 g=0.840
2/2 [==============================] - 0s 20ms/step
>1, 365/693, d1=0.667, d2=0.634 g=0.869
2/2 [==============================] - 0s 19ms/step
>1, 366/693, d1=0.679, d2=0.601 g=0.847
2/2 [==============================] - 0s 20ms/step
>1, 367/693, d1=0.615, d2=0.648 g=0.848
2/2 [==============================] - 0s 17ms/step
>1, 368/693, d1=0.644, d2=0.669 g=0.835
2/2 [==============================] - 0s 17ms/step
>1, 369/693, d1=0.664, d2=0.643 g=0.836
2/2 [==============================] - 0s 19ms/step
>1, 370/693, d1=0.618, d2=0.695 g=0.885
2/2 [==============================] - 0s 18ms/step
>1, 371/693, d1=0.650, d2=0.619 g=0.844
2/2 [==============================] - 0s 20ms/step
>1, 372/693, d1=0.648, d2=0.595 g=0.887
2/2 [==============================] - 0s 19ms/step
>1, 373/693, d1=0.705, d2=0.640 g=0.879
2/2 [==============================] - 0s 19ms/step
>1, 374/693, d1=0.683, d2=0.662 g=0.848
2/2 [==============================] - 0s 19ms/step
>1, 375/693, d1=0.631, d2=0.653 g=0.864
2/2 [==============================] - 0s 17ms/step
>1, 376/693, d1=0.684, d2=0.660 g=0.871
2/2 [==============================] - 0s 18ms/step
>1, 377/693, d1=0.688, d2=0.656 g=0.868
2/2 [==============================] - 0s 16ms/step
>1, 378/693, d1=0.705, d2=0.634 g=0.853
2/2 [==============================] - 0s 20ms/step
>1, 379/693, d1=0.653, d2=0.642 g=0.824
2/2 [==============================] - 0s 20ms/step
>1, 380/693, d1=0.649, d2=0.642 g=0.867
2/2 [==============================] - 0s 16ms/step
>1, 381/693, d1=0.643, d2=0.698 g=0.804
2/2 [==============================] - 0s 19ms/step
>1, 382/693, d1=0.674, d2=0.665 g=0.848
2/2 [==============================] - 0s 19ms/step
>1, 383/693, d1=0.683, d2=0.641 g=0.857
2/2 [==============================] - 0s 16ms/step
>1, 384/693, d1=0.661, d2=0.689 g=0.852
2/2 [==============================] - 0s 20ms/step
>1, 385/693, d1=0.693, d2=0.626 g=0.860
2/2 [==============================] - 0s 20ms/step
>1, 386/693, d1=0.667, d2=0.667 g=0.842
2/2 [==============================] - 0s 21ms/step
>1, 387/693, d1=0.690, d2=0.652 g=0.810
2/2 [==============================] - 0s 18ms/step
>1, 388/693, d1=0.671, d2=0.647 g=0.836
2/2 [==============================] - 0s 18ms/step
>1, 389/693, d1=0.660, d2=0.635 g=0.844
2/2 [==============================] - 0s 19ms/step
>1, 390/693, d1=0.650, d2=0.649 g=0.840
2/2 [==============================] - 0s 16ms/step
>1, 391/693, d1=0.640, d2=0.674 g=0.882
2/2 [==============================] - 0s 18ms/step
>1, 392/693, d1=0.681, d2=0.604 g=0.867
2/2 [==============================] - 0s 19ms/step
>1, 393/693, d1=0.695, d2=0.626 g=0.870
2/2 [==============================] - 0s 21ms/step
>1, 394/693, d1=0.679, d2=0.600 g=0.868
2/2 [==============================] - 0s 18ms/step
>1, 395/693, d1=0.679, d2=0.642 g=0.844
2/2 [==============================] - 0s 18ms/step
>1, 396/693, d1=0.683, d2=0.635 g=0.856
2/2 [==============================] - 0s 19ms/step
>1, 397/693, d1=0.696, d2=0.651 g=0.826
2/2 [==============================] - 0s 21ms/step
>1, 398/693, d1=0.653, d2=0.656 g=0.855
2/2 [==============================] - 0s 21ms/step
>1, 399/693, d1=0.679, d2=0.653 g=0.825
2/2 [==============================] - 0s 21ms/step
>1, 400/693, d1=0.688, d2=0.654 g=0.817
2/2 [==============================] - 0s 19ms/step
>1, 401/693, d1=0.681, d2=0.653 g=0.833
2/2 [==============================] - 0s 22ms/step
>1, 402/693, d1=0.686, d2=0.705 g=0.821
2/2 [==============================] - 0s 21ms/step
>1, 403/693, d1=0.659, d2=0.637 g=0.834
2/2 [==============================] - 0s 20ms/step
>1, 404/693, d1=0.714, d2=0.684 g=0.859
2/2 [==============================] - 0s 21ms/step
>1, 405/693, d1=0.709, d2=0.658 g=0.802
2/2 [==============================] - 0s 19ms/step
>1, 406/693, d1=0.665, d2=0.631 g=0.860
2/2 [==============================] - 0s 22ms/step
>1, 407/693, d1=0.677, d2=0.687 g=0.881
2/2 [==============================] - 0s 20ms/step
>1, 408/693, d1=0.704, d2=0.640 g=0.844
2/2 [==============================] - 0s 20ms/step
>1, 409/693, d1=0.667, d2=0.648 g=0.870
2/2 [==============================] - 0s 16ms/step
>1, 410/693, d1=0.710, d2=0.630 g=0.864
2/2 [==============================] - 0s 18ms/step
>1, 411/693, d1=0.709, d2=0.603 g=0.858
2/2 [==============================] - 0s 18ms/step
>1, 412/693, d1=0.745, d2=0.639 g=0.851
2/2 [==============================] - 0s 17ms/step
>1, 413/693, d1=0.699, d2=0.660 g=0.862
2/2 [==============================] - 0s 18ms/step
>1, 414/693, d1=0.635, d2=0.616 g=0.899
2/2 [==============================] - 0s 19ms/step
>1, 415/693, d1=0.706, d2=0.622 g=0.871
2/2 [==============================] - 0s 17ms/step
>1, 416/693, d1=0.675, d2=0.617 g=0.895
2/2 [==============================] - 0s 23ms/step
>1, 417/693, d1=0.692, d2=0.578 g=0.833
2/2 [==============================] - 0s 20ms/step
>1, 418/693, d1=0.684, d2=0.647 g=0.834
2/2 [==============================] - 0s 19ms/step
>1, 419/693, d1=0.659, d2=0.678 g=0.825
2/2 [==============================] - 0s 19ms/step
>1, 420/693, d1=0.639, d2=0.614 g=0.782
2/2 [==============================] - 0s 20ms/step
>1, 421/693, d1=0.635, d2=0.681 g=0.828
2/2 [==============================] - 0s 21ms/step
>1, 422/693, d1=0.642, d2=0.668 g=0.811
2/2 [==============================] - 0s 16ms/step
>1, 423/693, d1=0.617, d2=0.663 g=0.844
2/2 [==============================] - 0s 18ms/step
>1, 424/693, d1=0.668, d2=0.654 g=0.841
2/2 [==============================] - 0s 18ms/step
>1, 425/693, d1=0.681, d2=0.659 g=0.824
2/2 [==============================] - 0s 18ms/step
>1, 426/693, d1=0.721, d2=0.654 g=0.827
2/2 [==============================] - 0s 17ms/step
>1, 427/693, d1=0.652, d2=0.687 g=0.811
2/2 [==============================] - 0s 20ms/step
>1, 428/693, d1=0.617, d2=0.662 g=0.832
2/2 [==============================] - 0s 21ms/step
>1, 429/693, d1=0.680, d2=0.643 g=0.828
2/2 [==============================] - 0s 19ms/step
>1, 430/693, d1=0.679, d2=0.652 g=0.815
2/2 [==============================] - 0s 18ms/step
>1, 431/693, d1=0.671, d2=0.634 g=0.818
2/2 [==============================] - 0s 18ms/step
>1, 432/693, d1=0.688, d2=0.643 g=0.805
2/2 [==============================] - 0s 20ms/step
>1, 433/693, d1=0.656, d2=0.634 g=0.843
2/2 [==============================] - 0s 18ms/step
>1, 434/693, d1=0.600, d2=0.641 g=0.852
2/2 [==============================] - 0s 19ms/step
>1, 435/693, d1=0.681, d2=0.655 g=0.852
2/2 [==============================] - 0s 19ms/step
>1, 436/693, d1=0.689, d2=0.609 g=0.848
2/2 [==============================] - 0s 18ms/step
>1, 437/693, d1=0.683, d2=0.630 g=0.844
2/2 [==============================] - 0s 17ms/step
>1, 438/693, d1=0.685, d2=0.679 g=0.833
2/2 [==============================] - 0s 17ms/step
>1, 439/693, d1=0.641, d2=0.726 g=0.810
2/2 [==============================] - 0s 18ms/step
>1, 440/693, d1=0.649, d2=0.656 g=0.804
2/2 [==============================] - 0s 19ms/step
>1, 441/693, d1=0.657, d2=0.681 g=0.797
2/2 [==============================] - 0s 17ms/step
>1, 442/693, d1=0.674, d2=0.680 g=0.768
2/2 [==============================] - 0s 20ms/step
>1, 443/693, d1=0.620, d2=0.683 g=0.784
2/2 [==============================] - 0s 19ms/step
>1, 444/693, d1=0.646, d2=0.695 g=0.782
2/2 [==============================] - 0s 21ms/step
>1, 445/693, d1=0.638, d2=0.670 g=0.802
2/2 [==============================] - 0s 18ms/step
>1, 446/693, d1=0.594, d2=0.705 g=0.799
2/2 [==============================] - 0s 19ms/step
>1, 447/693, d1=0.690, d2=0.695 g=0.838
2/2 [==============================] - 0s 21ms/step
>1, 448/693, d1=0.671, d2=0.660 g=0.855
2/2 [==============================] - 0s 20ms/step
>1, 449/693, d1=0.665, d2=0.653 g=0.869
2/2 [==============================] - 0s 21ms/step
>1, 450/693, d1=0.738, d2=0.618 g=0.862
2/2 [==============================] - 0s 19ms/step
>1, 451/693, d1=0.685, d2=0.616 g=0.896
2/2 [==============================] - 0s 20ms/step
>1, 452/693, d1=0.707, d2=0.629 g=0.866
2/2 [==============================] - 0s 20ms/step
>1, 453/693, d1=0.708, d2=0.642 g=0.813
2/2 [==============================] - 0s 20ms/step
>1, 454/693, d1=0.615, d2=0.655 g=0.804
2/2 [==============================] - 0s 20ms/step
>1, 455/693, d1=0.635, d2=0.659 g=0.812
2/2 [==============================] - 0s 19ms/step
>1, 456/693, d1=0.613, d2=0.650 g=0.807
2/2 [==============================] - 0s 21ms/step
>1, 457/693, d1=0.646, d2=0.710 g=0.761
2/2 [==============================] - 0s 18ms/step
>1, 458/693, d1=0.582, d2=0.701 g=0.771
2/2 [==============================] - 0s 21ms/step
>1, 459/693, d1=0.633, d2=0.725 g=0.784
2/2 [==============================] - 0s 20ms/step
>1, 460/693, d1=0.641, d2=0.736 g=0.847
2/2 [==============================] - 0s 20ms/step
>1, 461/693, d1=0.660, d2=0.663 g=0.830
2/2 [==============================] - 0s 19ms/step
>1, 462/693, d1=0.646, d2=0.664 g=0.848
2/2 [==============================] - 0s 20ms/step
>1, 463/693, d1=0.716, d2=0.661 g=0.821
2/2 [==============================] - 0s 19ms/step
>1, 464/693, d1=0.669, d2=0.635 g=0.846
2/2 [==============================] - 0s 22ms/step
>1, 465/693, d1=0.672, d2=0.670 g=0.878
2/2 [==============================] - 0s 20ms/step
>1, 466/693, d1=0.721, d2=0.680 g=0.803
2/2 [==============================] - 0s 17ms/step
>1, 467/693, d1=0.649, d2=0.654 g=0.816
2/2 [==============================] - 0s 20ms/step
>1, 468/693, d1=0.654, d2=0.680 g=0.806
2/2 [==============================] - 0s 20ms/step
>1, 469/693, d1=0.712, d2=0.702 g=0.798
2/2 [==============================] - 0s 21ms/step
>1, 470/693, d1=0.674, d2=0.693 g=0.808
2/2 [==============================] - 0s 21ms/step
>1, 471/693, d1=0.671, d2=0.718 g=0.800
2/2 [==============================] - 0s 20ms/step
>1, 472/693, d1=0.687, d2=0.701 g=0.774
2/2 [==============================] - 0s 21ms/step
>1, 473/693, d1=0.687, d2=0.686 g=0.774
2/2 [==============================] - 0s 21ms/step
>1, 474/693, d1=0.700, d2=0.718 g=0.747
2/2 [==============================] - 0s 18ms/step
>1, 475/693, d1=0.652, d2=0.705 g=0.785
2/2 [==============================] - 0s 19ms/step
>1, 476/693, d1=0.661, d2=0.723 g=0.773
2/2 [==============================] - 0s 22ms/step
>1, 477/693, d1=0.662, d2=0.736 g=0.780
2/2 [==============================] - 0s 20ms/step
>1, 478/693, d1=0.695, d2=0.698 g=0.785
2/2 [==============================] - 0s 22ms/step
>1, 479/693, d1=0.675, d2=0.686 g=0.767
2/2 [==============================] - 0s 19ms/step
>1, 480/693, d1=0.705, d2=0.726 g=0.798
2/2 [==============================] - 0s 20ms/step
>1, 481/693, d1=0.742, d2=0.654 g=0.804
2/2 [==============================] - 0s 21ms/step
>1, 482/693, d1=0.706, d2=0.712 g=0.766
2/2 [==============================] - 0s 20ms/step
>1, 483/693, d1=0.700, d2=0.704 g=0.747
2/2 [==============================] - 0s 21ms/step
>1, 484/693, d1=0.679, d2=0.691 g=0.731
2/2 [==============================] - 0s 21ms/step
>1, 485/693, d1=0.654, d2=0.773 g=0.724
2/2 [==============================] - 0s 19ms/step
>1, 486/693, d1=0.618, d2=0.710 g=0.714
2/2 [==============================] - 0s 20ms/step
>1, 487/693, d1=0.636, d2=0.752 g=0.697
2/2 [==============================] - 0s 18ms/step
>1, 488/693, d1=0.629, d2=0.777 g=0.685
2/2 [==============================] - 0s 19ms/step
>1, 489/693, d1=0.626, d2=0.810 g=0.668
2/2 [==============================] - 0s 19ms/step
>1, 490/693, d1=0.588, d2=0.854 g=0.655
2/2 [==============================] - 0s 19ms/step
>1, 491/693, d1=0.602, d2=0.883 g=0.717
2/2 [==============================] - 0s 22ms/step
>1, 492/693, d1=0.663, d2=0.728 g=0.792
2/2 [==============================] - 0s 22ms/step
>1, 493/693, d1=0.723, d2=0.634 g=0.846
2/2 [==============================] - 0s 18ms/step
>1, 494/693, d1=0.724, d2=0.629 g=0.833
2/2 [==============================] - 0s 20ms/step
>1, 495/693, d1=0.770, d2=0.673 g=0.759
2/2 [==============================] - 0s 21ms/step
>1, 496/693, d1=0.723, d2=0.718 g=0.692
2/2 [==============================] - 0s 20ms/step
>1, 497/693, d1=0.674, d2=0.747 g=0.672
2/2 [==============================] - 0s 20ms/step
>1, 498/693, d1=0.616, d2=0.741 g=0.666
2/2 [==============================] - 0s 19ms/step
>1, 499/693, d1=0.581, d2=0.758 g=0.659
2/2 [==============================] - 0s 20ms/step
>1, 500/693, d1=0.578, d2=0.773 g=0.657
2/2 [==============================] - 0s 20ms/step
>1, 501/693, d1=0.534, d2=0.795 g=0.655
2/2 [==============================] - 0s 20ms/step
>1, 502/693, d1=0.508, d2=0.781 g=0.649
2/2 [==============================] - 0s 21ms/step
>1, 503/693, d1=0.517, d2=0.869 g=0.608
2/2 [==============================] - 0s 18ms/step
>1, 504/693, d1=0.529, d2=0.895 g=0.584
2/2 [==============================] - 0s 21ms/step
>1, 505/693, d1=0.540, d2=0.911 g=0.638
2/2 [==============================] - 0s 20ms/step
>1, 506/693, d1=0.574, d2=0.856 g=0.768
2/2 [==============================] - 0s 20ms/step
>1, 507/693, d1=0.653, d2=0.632 g=0.994
2/2 [==============================] - 0s 23ms/step
>1, 508/693, d1=0.755, d2=0.569 g=1.012
2/2 [==============================] - 0s 20ms/step
>1, 509/693, d1=0.784, d2=0.610 g=0.845
2/2 [==============================] - 0s 17ms/step
>1, 510/693, d1=0.755, d2=0.668 g=0.756
2/2 [==============================] - 0s 22ms/step
>1, 511/693, d1=0.672, d2=0.702 g=0.708
2/2 [==============================] - 0s 19ms/step
>1, 512/693, d1=0.655, d2=0.742 g=0.687
2/2 [==============================] - 0s 19ms/step
>1, 513/693, d1=0.583, d2=0.732 g=0.685
2/2 [==============================] - 0s 22ms/step
>1, 514/693, d1=0.527, d2=0.715 g=0.681
2/2 [==============================] - 0s 20ms/step
>1, 515/693, d1=0.467, d2=0.750 g=0.692
2/2 [==============================] - 0s 20ms/step
>1, 516/693, d1=0.472, d2=0.743 g=0.690
2/2 [==============================] - 0s 16ms/step
>1, 517/693, d1=0.466, d2=0.757 g=0.644
2/2 [==============================] - 0s 22ms/step
>1, 518/693, d1=0.455, d2=0.857 g=0.602
2/2 [==============================] - 0s 18ms/step
>1, 519/693, d1=0.470, d2=0.944 g=0.595
2/2 [==============================] - 0s 21ms/step
>1, 520/693, d1=0.529, d2=0.919 g=0.620
2/2 [==============================] - 0s 17ms/step
>1, 521/693, d1=0.587, d2=0.849 g=0.864
2/2 [==============================] - 0s 18ms/step
>1, 522/693, d1=0.697, d2=0.572 g=1.103
2/2 [==============================] - 0s 20ms/step
>1, 523/693, d1=0.758, d2=0.562 g=0.977
2/2 [==============================] - 0s 19ms/step
>1, 524/693, d1=0.766, d2=0.619 g=0.824
2/2 [==============================] - 0s 18ms/step
>1, 525/693, d1=0.744, d2=0.703 g=0.754
2/2 [==============================] - 0s 17ms/step
>1, 526/693, d1=0.697, d2=0.704 g=0.708
2/2 [==============================] - 0s 18ms/step
>1, 527/693, d1=0.641, d2=0.704 g=0.708
2/2 [==============================] - 0s 19ms/step
>1, 528/693, d1=0.606, d2=0.713 g=0.703
2/2 [==============================] - 0s 21ms/step
>1, 529/693, d1=0.551, d2=0.733 g=0.669
2/2 [==============================] - 0s 21ms/step
>1, 530/693, d1=0.551, d2=0.801 g=0.677
2/2 [==============================] - 0s 19ms/step
>1, 531/693, d1=0.534, d2=0.793 g=0.644
2/2 [==============================] - 0s 19ms/step
>1, 532/693, d1=0.544, d2=0.827 g=0.626
2/2 [==============================] - 0s 18ms/step
>1, 533/693, d1=0.582, d2=0.886 g=0.642
2/2 [==============================] - 0s 16ms/step
>1, 534/693, d1=0.627, d2=0.833 g=0.695
2/2 [==============================] - 0s 16ms/step
>1, 535/693, d1=0.669, d2=0.719 g=0.778
2/2 [==============================] - 0s 20ms/step
>1, 536/693, d1=0.708, d2=0.652 g=0.873
2/2 [==============================] - 0s 20ms/step
>1, 537/693, d1=0.747, d2=0.628 g=0.847
2/2 [==============================] - 0s 18ms/step
>1, 538/693, d1=0.761, d2=0.647 g=0.861
2/2 [==============================] - 0s 18ms/step
>1, 539/693, d1=0.758, d2=0.657 g=0.785
2/2 [==============================] - 0s 19ms/step
>1, 540/693, d1=0.787, d2=0.705 g=0.744
2/2 [==============================] - 0s 19ms/step
>1, 541/693, d1=0.736, d2=0.707 g=0.724
2/2 [==============================] - 0s 18ms/step
>1, 542/693, d1=0.667, d2=0.738 g=0.721
2/2 [==============================] - 0s 19ms/step
>1, 543/693, d1=0.686, d2=0.721 g=0.702
2/2 [==============================] - 0s 23ms/step
>1, 544/693, d1=0.620, d2=0.758 g=0.689
2/2 [==============================] - 0s 19ms/step
>1, 545/693, d1=0.623, d2=0.793 g=0.685
2/2 [==============================] - 0s 16ms/step
>1, 546/693, d1=0.599, d2=0.791 g=0.661
2/2 [==============================] - 0s 17ms/step
>1, 547/693, d1=0.638, d2=0.758 g=0.679
2/2 [==============================] - 0s 29ms/step
>1, 548/693, d1=0.630, d2=0.763 g=0.744
2/2 [==============================] - 0s 16ms/step
>1, 549/693, d1=0.674, d2=0.712 g=0.816
2/2 [==============================] - 0s 21ms/step
>1, 550/693, d1=0.673, d2=0.664 g=0.853
2/2 [==============================] - 0s 19ms/step
>1, 551/693, d1=0.767, d2=0.630 g=0.879
2/2 [==============================] - 0s 18ms/step
>1, 552/693, d1=0.700, d2=0.632 g=0.831
2/2 [==============================] - 0s 18ms/step
>1, 553/693, d1=0.701, d2=0.645 g=0.800
2/2 [==============================] - 0s 17ms/step
>1, 554/693, d1=0.713, d2=0.649 g=0.793
2/2 [==============================] - 0s 18ms/step
>1, 555/693, d1=0.678, d2=0.654 g=0.757
2/2 [==============================] - 0s 16ms/step
>1, 556/693, d1=0.644, d2=0.690 g=0.745
2/2 [==============================] - 0s 21ms/step
>1, 557/693, d1=0.651, d2=0.724 g=0.738
2/2 [==============================] - 0s 18ms/step
>1, 558/693, d1=0.583, d2=0.708 g=0.751
2/2 [==============================] - 0s 21ms/step
>1, 559/693, d1=0.618, d2=0.728 g=0.711
2/2 [==============================] - 0s 19ms/step
>1, 560/693, d1=0.564, d2=0.774 g=0.707
2/2 [==============================] - 0s 21ms/step
>1, 561/693, d1=0.597, d2=0.797 g=0.718
2/2 [==============================] - 0s 22ms/step
>1, 562/693, d1=0.633, d2=0.750 g=0.769
2/2 [==============================] - 0s 20ms/step
>1, 563/693, d1=0.675, d2=0.710 g=0.842
2/2 [==============================] - 0s 19ms/step
>1, 564/693, d1=0.707, d2=0.627 g=0.894
2/2 [==============================] - 0s 20ms/step
>1, 565/693, d1=0.722, d2=0.619 g=0.874
2/2 [==============================] - 0s 22ms/step
>1, 566/693, d1=0.738, d2=0.621 g=0.832
2/2 [==============================] - 0s 20ms/step
>1, 567/693, d1=0.749, d2=0.656 g=0.802
2/2 [==============================] - 0s 20ms/step
>1, 568/693, d1=0.741, d2=0.690 g=0.779
2/2 [==============================] - 0s 19ms/step
>1, 569/693, d1=0.718, d2=0.677 g=0.733
2/2 [==============================] - 0s 20ms/step
>1, 570/693, d1=0.653, d2=0.695 g=0.722
2/2 [==============================] - 0s 20ms/step
>1, 571/693, d1=0.651, d2=0.706 g=0.713
2/2 [==============================] - 0s 20ms/step
>1, 572/693, d1=0.619, d2=0.733 g=0.708
2/2 [==============================] - 0s 18ms/step
>1, 573/693, d1=0.603, d2=0.738 g=0.705
2/2 [==============================] - 0s 21ms/step
>1, 574/693, d1=0.621, d2=0.748 g=0.694
2/2 [==============================] - 0s 19ms/step
>1, 575/693, d1=0.596, d2=0.796 g=0.692
2/2 [==============================] - 0s 21ms/step
>1, 576/693, d1=0.622, d2=0.782 g=0.717
2/2 [==============================] - 0s 20ms/step
>1, 577/693, d1=0.672, d2=0.734 g=0.737
2/2 [==============================] - 0s 21ms/step
>1, 578/693, d1=0.688, d2=0.691 g=0.793
2/2 [==============================] - 0s 20ms/step
>1, 579/693, d1=0.708, d2=0.680 g=0.826
2/2 [==============================] - 0s 18ms/step
>1, 580/693, d1=0.727, d2=0.608 g=0.895
2/2 [==============================] - 0s 21ms/step
>1, 581/693, d1=0.738, d2=0.624 g=0.886
2/2 [==============================] - 0s 20ms/step
>1, 582/693, d1=0.753, d2=0.586 g=0.867
2/2 [==============================] - 0s 20ms/step
>1, 583/693, d1=0.764, d2=0.625 g=0.833
2/2 [==============================] - 0s 20ms/step
>1, 584/693, d1=0.724, d2=0.658 g=0.790
2/2 [==============================] - 0s 20ms/step
>1, 585/693, d1=0.702, d2=0.660 g=0.765
2/2 [==============================] - 0s 19ms/step
>1, 586/693, d1=0.704, d2=0.683 g=0.751
2/2 [==============================] - 0s 19ms/step
>1, 587/693, d1=0.677, d2=0.692 g=0.733
2/2 [==============================] - 0s 21ms/step
>1, 588/693, d1=0.645, d2=0.705 g=0.728
2/2 [==============================] - 0s 20ms/step
>1, 589/693, d1=0.641, d2=0.704 g=0.729
2/2 [==============================] - 0s 20ms/step
>1, 590/693, d1=0.603, d2=0.717 g=0.715
2/2 [==============================] - 0s 21ms/step
>1, 591/693, d1=0.577, d2=0.738 g=0.704
2/2 [==============================] - 0s 20ms/step
>1, 592/693, d1=0.600, d2=0.736 g=0.704
2/2 [==============================] - 0s 21ms/step
>1, 593/693, d1=0.605, d2=0.796 g=0.730
2/2 [==============================] - 0s 20ms/step
>1, 594/693, d1=0.673, d2=0.734 g=0.742
2/2 [==============================] - 0s 21ms/step
>1, 595/693, d1=0.687, d2=0.714 g=0.810
2/2 [==============================] - 0s 20ms/step
>1, 596/693, d1=0.723, d2=0.658 g=0.864
2/2 [==============================] - 0s 21ms/step
>1, 597/693, d1=0.750, d2=0.624 g=0.882
2/2 [==============================] - 0s 19ms/step
>1, 598/693, d1=0.761, d2=0.598 g=0.888
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
>1, 601/693, d1=0.720, d2=0.678 g=0.766
2/2 [==============================] - 0s 21ms/step
>1, 602/693, d1=0.707, d2=0.690 g=0.754
2/2 [==============================] - 0s 21ms/step
>1, 603/693, d1=0.726, d2=0.695 g=0.737
2/2 [==============================] - 0s 19ms/step
>1, 604/693, d1=0.692, d2=0.715 g=0.716
2/2 [==============================] - 0s 20ms/step
>1, 605/693, d1=0.660, d2=0.714 g=0.707
2/2 [==============================] - 0s 20ms/step
>1, 606/693, d1=0.626, d2=0.760 g=0.682
2/2 [==============================] - 0s 17ms/step
>1, 607/693, d1=0.603, d2=0.756 g=0.665
2/2 [==============================] - 0s 19ms/step
>1, 608/693, d1=0.595, d2=0.776 g=0.681
2/2 [==============================] - 0s 18ms/step
>1, 609/693, d1=0.592, d2=0.817 g=0.678
2/2 [==============================] - 0s 19ms/step
>1, 610/693, d1=0.635, d2=0.787 g=0.707
2/2 [==============================] - 0s 21ms/step
>1, 611/693, d1=0.652, d2=0.732 g=0.763
2/2 [==============================] - 0s 21ms/step
>1, 612/693, d1=0.691, d2=0.688 g=0.854
2/2 [==============================] - 0s 20ms/step
>1, 613/693, d1=0.762, d2=0.635 g=0.893
2/2 [==============================] - 0s 20ms/step
>1, 614/693, d1=0.759, d2=0.602 g=0.923
2/2 [==============================] - 0s 20ms/step
>1, 615/693, d1=0.754, d2=0.616 g=0.861
2/2 [==============================] - 0s 20ms/step
>1, 616/693, d1=0.779, d2=0.619 g=0.808
2/2 [==============================] - 0s 20ms/step
>1, 617/693, d1=0.752, d2=0.662 g=0.780
2/2 [==============================] - 0s 21ms/step
>1, 618/693, d1=0.700, d2=0.673 g=0.752
2/2 [==============================] - 0s 21ms/step
>1, 619/693, d1=0.695, d2=0.674 g=0.733
2/2 [==============================] - 0s 20ms/step
>1, 620/693, d1=0.663, d2=0.690 g=0.731
2/2 [==============================] - 0s 21ms/step
>1, 621/693, d1=0.622, d2=0.684 g=0.714
2/2 [==============================] - 0s 21ms/step
>1, 622/693, d1=0.574, d2=0.727 g=0.738
2/2 [==============================] - 0s 21ms/step
>1, 623/693, d1=0.594, d2=0.714 g=0.712
2/2 [==============================] - 0s 19ms/step
>1, 624/693, d1=0.548, d2=0.756 g=0.695
2/2 [==============================] - 0s 20ms/step
>1, 625/693, d1=0.567, d2=0.767 g=0.686
2/2 [==============================] - 0s 22ms/step
>1, 626/693, d1=0.592, d2=0.845 g=0.687
2/2 [==============================] - 0s 20ms/step
>1, 627/693, d1=0.562, d2=0.792 g=0.703
2/2 [==============================] - 0s 20ms/step
>1, 628/693, d1=0.622, d2=0.794 g=0.770
2/2 [==============================] - 0s 20ms/step
>1, 629/693, d1=0.687, d2=0.694 g=0.845
2/2 [==============================] - 0s 20ms/step
>1, 630/693, d1=0.723, d2=0.627 g=0.904
2/2 [==============================] - 0s 19ms/step
>1, 631/693, d1=0.740, d2=0.584 g=0.951
2/2 [==============================] - 0s 21ms/step
>1, 632/693, d1=0.764, d2=0.587 g=0.927
2/2 [==============================] - 0s 19ms/step
>1, 633/693, d1=0.786, d2=0.585 g=0.867
2/2 [==============================] - 0s 18ms/step
>1, 634/693, d1=0.774, d2=0.613 g=0.795
2/2 [==============================] - 0s 19ms/step
>1, 635/693, d1=0.750, d2=0.668 g=0.763
2/2 [==============================] - 0s 18ms/step
>1, 636/693, d1=0.695, d2=0.694 g=0.740
2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 17ms/step
>1, 638/693, d1=0.635, d2=0.713 g=0.694
2/2 [==============================] - 0s 18ms/step
>1, 639/693, d1=0.632, d2=0.738 g=0.685
2/2 [==============================] - 0s 18ms/step
>1, 640/693, d1=0.575, d2=0.762 g=0.692
2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
>1, 643/693, d1=0.587, d2=0.767 g=0.680
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
>1, 646/693, d1=0.675, d2=0.754 g=0.727
2/2 [==============================] - 0s 16ms/step
>1, 647/693, d1=0.681, d2=0.709 g=0.781
2/2 [==============================] - 0s 16ms/step
>1, 648/693, d1=0.716, d2=0.654 g=0.829
2/2 [==============================] - 0s 17ms/step
>1, 649/693, d1=0.759, d2=0.627 g=0.857
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 21ms/step
>1, 651/693, d1=0.743, d2=0.640 g=0.804
2/2 [==============================] - 0s 19ms/step
>1, 652/693, d1=0.743, d2=0.665 g=0.779
2/2 [==============================] - 0s 17ms/step
>1, 653/693, d1=0.707, d2=0.693 g=0.758
2/2 [==============================] - 0s 21ms/step
>1, 654/693, d1=0.732, d2=0.683 g=0.726
2/2 [==============================] - 0s 20ms/step
>1, 655/693, d1=0.671, d2=0.722 g=0.706
2/2 [==============================] - 0s 18ms/step
>1, 656/693, d1=0.665, d2=0.724 g=0.712
2/2 [==============================] - 0s 21ms/step
>1, 657/693, d1=0.647, d2=0.738 g=0.703
2/2 [==============================] - 0s 19ms/step
>1, 658/693, d1=0.618, d2=0.714 g=0.697
2/2 [==============================] - 0s 18ms/step
>1, 659/693, d1=0.632, d2=0.756 g=0.690
2/2 [==============================] - 0s 20ms/step
>1, 660/693, d1=0.642, d2=0.729 g=0.700
2/2 [==============================] - 0s 19ms/step
>1, 661/693, d1=0.647, d2=0.749 g=0.709
2/2 [==============================] - 0s 19ms/step
>1, 662/693, d1=0.637, d2=0.755 g=0.712
2/2 [==============================] - 0s 20ms/step
>1, 663/693, d1=0.666, d2=0.748 g=0.723
2/2 [==============================] - 0s 21ms/step
>1, 664/693, d1=0.695, d2=0.706 g=0.740
2/2 [==============================] - 0s 19ms/step
>1, 665/693, d1=0.668, d2=0.723 g=0.769
2/2 [==============================] - 0s 20ms/step
>1, 666/693, d1=0.682, d2=0.679 g=0.774
2/2 [==============================] - 0s 19ms/step
>1, 667/693, d1=0.695, d2=0.692 g=0.799
2/2 [==============================] - 0s 18ms/step
>1, 668/693, d1=0.727, d2=0.653 g=0.810
2/2 [==============================] - 0s 17ms/step
>1, 669/693, d1=0.740, d2=0.635 g=0.796
2/2 [==============================] - 0s 18ms/step
>1, 670/693, d1=0.717, d2=0.654 g=0.762
2/2 [==============================] - 0s 17ms/step
>1, 671/693, d1=0.733, d2=0.662 g=0.769
2/2 [==============================] - 0s 20ms/step
>1, 672/693, d1=0.693, d2=0.675 g=0.741
2/2 [==============================] - 0s 17ms/step
>1, 673/693, d1=0.703, d2=0.661 g=0.735
2/2 [==============================] - 0s 17ms/step
>1, 674/693, d1=0.668, d2=0.704 g=0.729
2/2 [==============================] - 0s 19ms/step
>1, 675/693, d1=0.658, d2=0.700 g=0.746
2/2 [==============================] - 0s 20ms/step
>1, 676/693, d1=0.638, d2=0.676 g=0.729
2/2 [==============================] - 0s 21ms/step
>1, 677/693, d1=0.654, d2=0.700 g=0.745
2/2 [==============================] - 0s 18ms/step
>1, 678/693, d1=0.640, d2=0.685 g=0.742
2/2 [==============================] - 0s 21ms/step
>1, 679/693, d1=0.673, d2=0.697 g=0.757
2/2 [==============================] - 0s 19ms/step
>1, 680/693, d1=0.669, d2=0.665 g=0.769
2/2 [==============================] - 0s 18ms/step
>1, 681/693, d1=0.676, d2=0.699 g=0.767
2/2 [==============================] - 0s 19ms/step
>1, 682/693, d1=0.656, d2=0.670 g=0.774
2/2 [==============================] - 0s 17ms/step
>1, 683/693, d1=0.676, d2=0.641 g=0.776
2/2 [==============================] - 0s 19ms/step
>1, 684/693, d1=0.707, d2=0.685 g=0.760
2/2 [==============================] - 0s 18ms/step
>1, 685/693, d1=0.669, d2=0.668 g=0.768
2/2 [==============================] - 0s 19ms/step
>1, 686/693, d1=0.661, d2=0.655 g=0.787
2/2 [==============================] - 0s 21ms/step
>1, 687/693, d1=0.704, d2=0.669 g=0.784
2/2 [==============================] - 0s 18ms/step
>1, 688/693, d1=0.695, d2=0.679 g=0.765
2/2 [==============================] - 0s 18ms/step
>1, 689/693, d1=0.685, d2=0.674 g=0.753
2/2 [==============================] - 0s 17ms/step
>1, 690/693, d1=0.678, d2=0.676 g=0.757
2/2 [==============================] - 0s 19ms/step
>1, 691/693, d1=0.665, d2=0.666 g=0.766
2/2 [==============================] - 0s 17ms/step
>1, 692/693, d1=0.679, d2=0.668 g=0.746
2/2 [==============================] - 0s 22ms/step
>1, 693/693, d1=0.667, d2=0.694 g=0.747
2/2 [==============================] - 0s 20ms/step
>2, 1/693, d1=0.646, d2=0.725 g=0.744
2/2 [==============================] - 0s 21ms/step
>2, 2/693, d1=0.676, d2=0.712 g=0.733
2/2 [==============================] - 0s 18ms/step
>2, 3/693, d1=0.658, d2=0.705 g=0.726
2/2 [==============================] - 0s 16ms/step
>2, 4/693, d1=0.677, d2=0.704 g=0.757
2/2 [==============================] - 0s 19ms/step
>2, 5/693, d1=0.690, d2=0.688 g=0.771
2/2 [==============================] - 0s 16ms/step
>2, 6/693, d1=0.673, d2=0.661 g=0.774
2/2 [==============================] - 0s 21ms/step
>2, 7/693, d1=0.678, d2=0.653 g=0.796
2/2 [==============================] - 0s 18ms/step
>2, 8/693, d1=0.689, d2=0.636 g=0.779
2/2 [==============================] - 0s 16ms/step
>2, 9/693, d1=0.682, d2=0.647 g=0.794
2/2 [==============================] - 0s 17ms/step
>2, 10/693, d1=0.719, d2=0.680 g=0.780
2/2 [==============================] - 0s 19ms/step
>2, 11/693, d1=0.712, d2=0.656 g=0.770
2/2 [==============================] - 0s 19ms/step
>2, 12/693, d1=0.685, d2=0.672 g=0.771
2/2 [==============================] - 0s 19ms/step
>2, 13/693, d1=0.683, d2=0.683 g=0.763
2/2 [==============================] - 0s 19ms/step
>2, 14/693, d1=0.666, d2=0.668 g=0.770
2/2 [==============================] - 0s 17ms/step
>2, 15/693, d1=0.689, d2=0.688 g=0.740
2/2 [==============================] - 0s 18ms/step
>2, 16/693, d1=0.680, d2=0.727 g=0.732
2/2 [==============================] - 0s 16ms/step
>2, 17/693, d1=0.640, d2=0.697 g=0.733
2/2 [==============================] - 0s 18ms/step
>2, 18/693, d1=0.668, d2=0.722 g=0.737
2/2 [==============================] - 0s 18ms/step
>2, 19/693, d1=0.664, d2=0.727 g=0.740
2/2 [==============================] - 0s 18ms/step
>2, 20/693, d1=0.660, d2=0.694 g=0.752
2/2 [==============================] - 0s 21ms/step
>2, 21/693, d1=0.655, d2=0.712 g=0.763
2/2 [==============================] - 0s 18ms/step
>2, 22/693, d1=0.682, d2=0.672 g=0.758
2/2 [==============================] - 0s 19ms/step
>2, 23/693, d1=0.710, d2=0.680 g=0.778
2/2 [==============================] - 0s 18ms/step
>2, 24/693, d1=0.682, d2=0.691 g=0.762
2/2 [==============================] - 0s 18ms/step
>2, 25/693, d1=0.696, d2=0.688 g=0.735
2/2 [==============================] - 0s 18ms/step
>2, 26/693, d1=0.679, d2=0.683 g=0.760
2/2 [==============================] - 0s 17ms/step
>2, 27/693, d1=0.690, d2=0.668 g=0.747
2/2 [==============================] - 0s 24ms/step
>2, 28/693, d1=0.663, d2=0.698 g=0.745
2/2 [==============================] - 0s 17ms/step
>2, 29/693, d1=0.659, d2=0.695 g=0.751
2/2 [==============================] - 0s 17ms/step
>2, 30/693, d1=0.678, d2=0.683 g=0.747
2/2 [==============================] - 0s 16ms/step
>2, 31/693, d1=0.687, d2=0.670 g=0.774
2/2 [==============================] - 0s 16ms/step
>2, 32/693, d1=0.734, d2=0.676 g=0.760
2/2 [==============================] - 0s 19ms/step
>2, 33/693, d1=0.712, d2=0.676 g=0.757
2/2 [==============================] - 0s 20ms/step
>2, 34/693, d1=0.674, d2=0.692 g=0.746
2/2 [==============================] - 0s 20ms/step
>2, 35/693, d1=0.676, d2=0.694 g=0.752
2/2 [==============================] - 0s 18ms/step
>2, 36/693, d1=0.706, d2=0.692 g=0.745
2/2 [==============================] - 0s 19ms/step
>2, 37/693, d1=0.684, d2=0.678 g=0.751
2/2 [==============================] - 0s 20ms/step
>2, 38/693, d1=0.674, d2=0.701 g=0.754
2/2 [==============================] - 0s 18ms/step
>2, 39/693, d1=0.666, d2=0.690 g=0.741
2/2 [==============================] - 0s 19ms/step
>2, 40/693, d1=0.677, d2=0.693 g=0.759
2/2 [==============================] - 0s 18ms/step
>2, 41/693, d1=0.687, d2=0.709 g=0.756
2/2 [==============================] - 0s 18ms/step
>2, 42/693, d1=0.677, d2=0.701 g=0.740
2/2 [==============================] - 0s 22ms/step
>2, 43/693, d1=0.686, d2=0.690 g=0.774
2/2 [==============================] - 0s 17ms/step
>2, 44/693, d1=0.685, d2=0.668 g=0.763
2/2 [==============================] - 0s 22ms/step
>2, 45/693, d1=0.670, d2=0.683 g=0.753
2/2 [==============================] - 0s 23ms/step
>2, 46/693, d1=0.684, d2=0.697 g=0.754
2/2 [==============================] - 0s 22ms/step
>2, 47/693, d1=0.676, d2=0.683 g=0.759
2/2 [==============================] - 0s 20ms/step
>2, 48/693, d1=0.667, d2=0.687 g=0.755
2/2 [==============================] - 0s 21ms/step
>2, 49/693, d1=0.685, d2=0.674 g=0.770
2/2 [==============================] - 0s 22ms/step
>2, 50/693, d1=0.687, d2=0.669 g=0.775
2/2 [==============================] - 0s 21ms/step
>2, 51/693, d1=0.688, d2=0.684 g=0.775
2/2 [==============================] - 0s 21ms/step
>2, 52/693, d1=0.691, d2=0.660 g=0.762
2/2 [==============================] - 0s 20ms/step
>2, 53/693, d1=0.685, d2=0.694 g=0.772
2/2 [==============================] - 0s 19ms/step
>2, 54/693, d1=0.697, d2=0.672 g=0.781
2/2 [==============================] - 0s 19ms/step
>2, 55/693, d1=0.690, d2=0.671 g=0.786
2/2 [==============================] - 0s 20ms/step
>2, 56/693, d1=0.684, d2=0.653 g=0.790
2/2 [==============================] - 0s 21ms/step
>2, 57/693, d1=0.706, d2=0.670 g=0.770
2/2 [==============================] - 0s 19ms/step
>2, 58/693, d1=0.696, d2=0.663 g=0.781
2/2 [==============================] - 0s 18ms/step
>2, 59/693, d1=0.671, d2=0.686 g=0.748
2/2 [==============================] - 0s 21ms/step
>2, 60/693, d1=0.686, d2=0.686 g=0.751
2/2 [==============================] - 0s 18ms/step
>2, 61/693, d1=0.674, d2=0.694 g=0.750
2/2 [==============================] - 0s 18ms/step
>2, 62/693, d1=0.661, d2=0.675 g=0.763
2/2 [==============================] - 0s 19ms/step
>2, 63/693, d1=0.669, d2=0.690 g=0.741
2/2 [==============================] - 0s 20ms/step
>2, 64/693, d1=0.686, d2=0.692 g=0.757
2/2 [==============================] - 0s 17ms/step
>2, 65/693, d1=0.668, d2=0.687 g=0.752
2/2 [==============================] - 0s 17ms/step
>2, 66/693, d1=0.694, d2=0.687 g=0.771
2/2 [==============================] - 0s 18ms/step
>2, 67/693, d1=0.673, d2=0.675 g=0.767
2/2 [==============================] - 0s 20ms/step
>2, 68/693, d1=0.703, d2=0.690 g=0.765
2/2 [==============================] - 0s 19ms/step
>2, 69/693, d1=0.687, d2=0.669 g=0.791
2/2 [==============================] - 0s 19ms/step
>2, 70/693, d1=0.719, d2=0.678 g=0.759
2/2 [==============================] - 0s 21ms/step
>2, 71/693, d1=0.690, d2=0.660 g=0.761
2/2 [==============================] - 0s 19ms/step
>2, 72/693, d1=0.704, d2=0.687 g=0.745
2/2 [==============================] - 0s 19ms/step
>2, 73/693, d1=0.694, d2=0.666 g=0.754
2/2 [==============================] - 0s 19ms/step
>2, 74/693, d1=0.678, d2=0.694 g=0.757
2/2 [==============================] - 0s 18ms/step
>2, 75/693, d1=0.680, d2=0.664 g=0.754
2/2 [==============================] - 0s 18ms/step
>2, 76/693, d1=0.662, d2=0.699 g=0.757
2/2 [==============================] - 0s 21ms/step
>2, 77/693, d1=0.679, d2=0.677 g=0.762
2/2 [==============================] - 0s 21ms/step
>2, 78/693, d1=0.686, d2=0.683 g=0.749
2/2 [==============================] - 0s 18ms/step
>2, 79/693, d1=0.669, d2=0.707 g=0.743
2/2 [==============================] - 0s 17ms/step
>2, 80/693, d1=0.671, d2=0.690 g=0.746
2/2 [==============================] - 0s 16ms/step
>2, 81/693, d1=0.655, d2=0.685 g=0.737
2/2 [==============================] - 0s 17ms/step
>2, 82/693, d1=0.670, d2=0.697 g=0.754
2/2 [==============================] - 0s 20ms/step
>2, 83/693, d1=0.684, d2=0.674 g=0.752
2/2 [==============================] - 0s 18ms/step
>2, 84/693, d1=0.668, d2=0.677 g=0.769
2/2 [==============================] - 0s 21ms/step
>2, 85/693, d1=0.689, d2=0.674 g=0.753
2/2 [==============================] - 0s 19ms/step
>2, 86/693, d1=0.702, d2=0.681 g=0.761
2/2 [==============================] - 0s 17ms/step
>2, 87/693, d1=0.685, d2=0.654 g=0.766
2/2 [==============================] - 0s 17ms/step
>2, 88/693, d1=0.704, d2=0.678 g=0.764
2/2 [==============================] - 0s 19ms/step
>2, 89/693, d1=0.689, d2=0.687 g=0.744
2/2 [==============================] - 0s 17ms/step
>2, 90/693, d1=0.676, d2=0.678 g=0.731
2/2 [==============================] - 0s 18ms/step
>2, 91/693, d1=0.673, d2=0.700 g=0.740
2/2 [==============================] - 0s 20ms/step
>2, 92/693, d1=0.675, d2=0.682 g=0.740
2/2 [==============================] - 0s 19ms/step
>2, 93/693, d1=0.671, d2=0.687 g=0.755
2/2 [==============================] - 0s 19ms/step
>2, 94/693, d1=0.669, d2=0.675 g=0.742
2/2 [==============================] - 0s 19ms/step
>2, 95/693, d1=0.682, d2=0.701 g=0.745
2/2 [==============================] - 0s 18ms/step
>2, 96/693, d1=0.652, d2=0.695 g=0.743
2/2 [==============================] - 0s 18ms/step
>2, 97/693, d1=0.656, d2=0.688 g=0.746
2/2 [==============================] - 0s 21ms/step
>2, 98/693, d1=0.665, d2=0.707 g=0.733
2/2 [==============================] - 0s 18ms/step
>2, 99/693, d1=0.671, d2=0.722 g=0.734
2/2 [==============================] - 0s 18ms/step
>2, 100/693, d1=0.655, d2=0.694 g=0.754
2/2 [==============================] - 0s 18ms/step
>2, 101/693, d1=0.669, d2=0.691 g=0.766
2/2 [==============================] - 0s 17ms/step
>2, 102/693, d1=0.696, d2=0.685 g=0.758
2/2 [==============================] - 0s 18ms/step
>2, 103/693, d1=0.670, d2=0.686 g=0.745
2/2 [==============================] - 0s 19ms/step
>2, 104/693, d1=0.666, d2=0.688 g=0.739
2/2 [==============================] - 0s 17ms/step
>2, 105/693, d1=0.681, d2=0.677 g=0.747
2/2 [==============================] - 0s 21ms/step
>2, 106/693, d1=0.678, d2=0.669 g=0.732
2/2 [==============================] - 0s 20ms/step
>2, 107/693, d1=0.638, d2=0.721 g=0.735
2/2 [==============================] - 0s 18ms/step
>2, 108/693, d1=0.660, d2=0.695 g=0.745
2/2 [==============================] - 0s 19ms/step
>2, 109/693, d1=0.684, d2=0.700 g=0.751
2/2 [==============================] - 0s 16ms/step
>2, 110/693, d1=0.666, d2=0.681 g=0.759
2/2 [==============================] - 0s 16ms/step
>2, 111/693, d1=0.679, d2=0.687 g=0.733
2/2 [==============================] - 0s 17ms/step
>2, 112/693, d1=0.653, d2=0.710 g=0.740
2/2 [==============================] - 0s 18ms/step
>2, 113/693, d1=0.658, d2=0.693 g=0.763
2/2 [==============================] - 0s 21ms/step
>2, 114/693, d1=0.672, d2=0.669 g=0.763
2/2 [==============================] - 0s 18ms/step
>2, 115/693, d1=0.695, d2=0.669 g=0.752
2/2 [==============================] - 0s 19ms/step
>2, 116/693, d1=0.711, d2=0.677 g=0.752
2/2 [==============================] - 0s 17ms/step
>2, 117/693, d1=0.670, d2=0.692 g=0.763
2/2 [==============================] - 0s 18ms/step
>2, 118/693, d1=0.672, d2=0.679 g=0.755
2/2 [==============================] - 0s 19ms/step
>2, 119/693, d1=0.666, d2=0.673 g=0.745
2/2 [==============================] - 0s 18ms/step
>2, 120/693, d1=0.673, d2=0.691 g=0.751
2/2 [==============================] - 0s 21ms/step
>2, 121/693, d1=0.664, d2=0.698 g=0.755
2/2 [==============================] - 0s 18ms/step
>2, 122/693, d1=0.683, d2=0.691 g=0.743
2/2 [==============================] - 0s 20ms/step
>2, 123/693, d1=0.675, d2=0.696 g=0.766
2/2 [==============================] - 0s 17ms/step
>2, 124/693, d1=0.679, d2=0.671 g=0.755
2/2 [==============================] - 0s 21ms/step
>2, 125/693, d1=0.663, d2=0.713 g=0.769
2/2 [==============================] - 0s 17ms/step
>2, 126/693, d1=0.676, d2=0.674 g=0.759
2/2 [==============================] - 0s 21ms/step
>2, 127/693, d1=0.677, d2=0.689 g=0.761
2/2 [==============================] - 0s 18ms/step
>2, 128/693, d1=0.694, d2=0.687 g=0.751
2/2 [==============================] - 0s 20ms/step
>2, 129/693, d1=0.684, d2=0.682 g=0.778
2/2 [==============================] - 0s 19ms/step
>2, 130/693, d1=0.667, d2=0.689 g=0.791
2/2 [==============================] - 0s 20ms/step
>2, 131/693, d1=0.679, d2=0.663 g=0.771
2/2 [==============================] - 0s 19ms/step
>2, 132/693, d1=0.683, d2=0.673 g=0.788
2/2 [==============================] - 0s 20ms/step
>2, 133/693, d1=0.728, d2=0.661 g=0.778
2/2 [==============================] - 0s 20ms/step
>2, 134/693, d1=0.703, d2=0.684 g=0.774
2/2 [==============================] - 0s 21ms/step
>2, 135/693, d1=0.678, d2=0.689 g=0.752
2/2 [==============================] - 0s 19ms/step
>2, 136/693, d1=0.680, d2=0.680 g=0.747
2/2 [==============================] - 0s 17ms/step
>2, 137/693, d1=0.679, d2=0.703 g=0.763
2/2 [==============================] - 0s 21ms/step
>2, 138/693, d1=0.698, d2=0.699 g=0.741
2/2 [==============================] - 0s 21ms/step
>2, 139/693, d1=0.670, d2=0.695 g=0.764
2/2 [==============================] - 0s 21ms/step
>2, 140/693, d1=0.657, d2=0.674 g=0.757
2/2 [==============================] - 0s 23ms/step
>2, 141/693, d1=0.662, d2=0.682 g=0.757
2/2 [==============================] - 0s 20ms/step
>2, 142/693, d1=0.662, d2=0.682 g=0.754
2/2 [==============================] - 0s 20ms/step
>2, 143/693, d1=0.653, d2=0.693 g=0.750
2/2 [==============================] - 0s 20ms/step
>2, 144/693, d1=0.689, d2=0.692 g=0.773
2/2 [==============================] - 0s 19ms/step
>2, 145/693, d1=0.682, d2=0.682 g=0.761
2/2 [==============================] - 0s 21ms/step
>2, 146/693, d1=0.695, d2=0.671 g=0.748
2/2 [==============================] - 0s 19ms/step
>2, 147/693, d1=0.673, d2=0.681 g=0.760
2/2 [==============================] - 0s 20ms/step
>2, 148/693, d1=0.672, d2=0.676 g=0.739
2/2 [==============================] - 0s 21ms/step
>2, 149/693, d1=0.684, d2=0.706 g=0.760
2/2 [==============================] - 0s 22ms/step
>2, 150/693, d1=0.692, d2=0.675 g=0.747
2/2 [==============================] - 0s 20ms/step
>2, 151/693, d1=0.664, d2=0.683 g=0.761
2/2 [==============================] - 0s 21ms/step
>2, 152/693, d1=0.665, d2=0.674 g=0.767
2/2 [==============================] - 0s 21ms/step
>2, 153/693, d1=0.700, d2=0.670 g=0.751
2/2 [==============================] - 0s 20ms/step
>2, 154/693, d1=0.675, d2=0.678 g=0.758
2/2 [==============================] - 0s 20ms/step
>2, 155/693, d1=0.662, d2=0.667 g=0.768
2/2 [==============================] - 0s 22ms/step
>2, 156/693, d1=0.682, d2=0.683 g=0.753
2/2 [==============================] - 0s 21ms/step
>2, 157/693, d1=0.654, d2=0.680 g=0.756
2/2 [==============================] - 0s 18ms/step
>2, 158/693, d1=0.685, d2=0.671 g=0.772
2/2 [==============================] - 0s 20ms/step
>2, 159/693, d1=0.681, d2=0.699 g=0.758
2/2 [==============================] - 0s 19ms/step
>2, 160/693, d1=0.673, d2=0.692 g=0.764
2/2 [==============================] - 0s 20ms/step
>2, 161/693, d1=0.654, d2=0.675 g=0.765
2/2 [==============================] - 0s 20ms/step
>2, 162/693, d1=0.664, d2=0.664 g=0.777
2/2 [==============================] - 0s 19ms/step
>2, 163/693, d1=0.672, d2=0.693 g=0.750
2/2 [==============================] - 0s 19ms/step
>2, 164/693, d1=0.679, d2=0.683 g=0.775
2/2 [==============================] - 0s 20ms/step
>2, 165/693, d1=0.720, d2=0.670 g=0.770
2/2 [==============================] - 0s 20ms/step
>2, 166/693, d1=0.705, d2=0.685 g=0.775
2/2 [==============================] - 0s 21ms/step
>2, 167/693, d1=0.682, d2=0.696 g=0.768
2/2 [==============================] - 0s 21ms/step
>2, 168/693, d1=0.673, d2=0.680 g=0.763
2/2 [==============================] - 0s 21ms/step
>2, 169/693, d1=0.681, d2=0.684 g=0.753
2/2 [==============================] - 0s 21ms/step
>2, 170/693, d1=0.667, d2=0.692 g=0.754
2/2 [==============================] - 0s 20ms/step
>2, 171/693, d1=0.703, d2=0.674 g=0.755
2/2 [==============================] - 0s 21ms/step
>2, 172/693, d1=0.666, d2=0.690 g=0.766
2/2 [==============================] - 0s 18ms/step
>2, 173/693, d1=0.681, d2=0.692 g=0.752
2/2 [==============================] - 0s 20ms/step
>2, 174/693, d1=0.658, d2=0.681 g=0.768
2/2 [==============================] - 0s 20ms/step
>2, 175/693, d1=0.680, d2=0.685 g=0.770
2/2 [==============================] - 0s 19ms/step
>2, 176/693, d1=0.654, d2=0.673 g=0.766
2/2 [==============================] - 0s 20ms/step
>2, 177/693, d1=0.670, d2=0.682 g=0.756
2/2 [==============================] - 0s 19ms/step
>2, 178/693, d1=0.677, d2=0.679 g=0.774
2/2 [==============================] - 0s 20ms/step
>2, 179/693, d1=0.716, d2=0.679 g=0.787
2/2 [==============================] - 0s 22ms/step
>2, 180/693, d1=0.685, d2=0.662 g=0.774
2/2 [==============================] - 0s 22ms/step
>2, 181/693, d1=0.685, d2=0.676 g=0.784
2/2 [==============================] - 0s 20ms/step
>2, 182/693, d1=0.700, d2=0.658 g=0.777
2/2 [==============================] - 0s 20ms/step
>2, 183/693, d1=0.705, d2=0.662 g=0.773
2/2 [==============================] - 0s 20ms/step
>2, 184/693, d1=0.696, d2=0.666 g=0.764
2/2 [==============================] - 0s 21ms/step
>2, 185/693, d1=0.701, d2=0.671 g=0.756
2/2 [==============================] - 0s 21ms/step
>2, 186/693, d1=0.686, d2=0.654 g=0.774
2/2 [==============================] - 0s 19ms/step
>2, 187/693, d1=0.675, d2=0.686 g=0.761
2/2 [==============================] - 0s 19ms/step
>2, 188/693, d1=0.677, d2=0.659 g=0.772
2/2 [==============================] - 0s 18ms/step
>2, 189/693, d1=0.682, d2=0.661 g=0.765
2/2 [==============================] - 0s 20ms/step
>2, 190/693, d1=0.658, d2=0.666 g=0.768
2/2 [==============================] - 0s 19ms/step
>2, 191/693, d1=0.684, d2=0.687 g=0.761
2/2 [==============================] - 0s 19ms/step
>2, 192/693, d1=0.674, d2=0.688 g=0.782
2/2 [==============================] - 0s 19ms/step
>2, 193/693, d1=0.668, d2=0.667 g=0.768
2/2 [==============================] - 0s 20ms/step
>2, 194/693, d1=0.699, d2=0.655 g=0.766
2/2 [==============================] - 0s 16ms/step
>2, 195/693, d1=0.683, d2=0.657 g=0.773
2/2 [==============================] - 0s 21ms/step
>2, 196/693, d1=0.650, d2=0.672 g=0.769
2/2 [==============================] - 0s 20ms/step
>2, 197/693, d1=0.693, d2=0.661 g=0.786
2/2 [==============================] - 0s 22ms/step
>2, 198/693, d1=0.661, d2=0.669 g=0.791
2/2 [==============================] - 0s 20ms/step
>2, 199/693, d1=0.665, d2=0.684 g=0.779
2/2 [==============================] - 0s 19ms/step
>2, 200/693, d1=0.660, d2=0.687 g=0.766
2/2 [==============================] - 0s 19ms/step
>2, 201/693, d1=0.679, d2=0.665 g=0.769
2/2 [==============================] - 0s 20ms/step
>2, 202/693, d1=0.655, d2=0.693 g=0.749
2/2 [==============================] - 0s 20ms/step
>2, 203/693, d1=0.632, d2=0.696 g=0.745
2/2 [==============================] - 0s 20ms/step
>2, 204/693, d1=0.627, d2=0.701 g=0.740
2/2 [==============================] - 0s 20ms/step
>2, 205/693, d1=0.663, d2=0.714 g=0.758
2/2 [==============================] - 0s 21ms/step
>2, 206/693, d1=0.631, d2=0.696 g=0.751
2/2 [==============================] - 0s 19ms/step
>2, 207/693, d1=0.644, d2=0.686 g=0.767
2/2 [==============================] - 0s 18ms/step
>2, 208/693, d1=0.678, d2=0.677 g=0.750
2/2 [==============================] - 0s 19ms/step
>2, 209/693, d1=0.665, d2=0.693 g=0.784
2/2 [==============================] - 0s 19ms/step
>2, 210/693, d1=0.666, d2=0.683 g=0.770
2/2 [==============================] - 0s 19ms/step
>2, 211/693, d1=0.701, d2=0.685 g=0.786
2/2 [==============================] - 0s 19ms/step
>2, 212/693, d1=0.689, d2=0.657 g=0.802
2/2 [==============================] - 0s 17ms/step
>2, 213/693, d1=0.703, d2=0.660 g=0.788
2/2 [==============================] - 0s 20ms/step
>2, 214/693, d1=0.679, d2=0.670 g=0.777
2/2 [==============================] - 0s 21ms/step
>2, 215/693, d1=0.668, d2=0.662 g=0.761
2/2 [==============================] - 0s 21ms/step
>2, 216/693, d1=0.678, d2=0.702 g=0.759
2/2 [==============================] - 0s 19ms/step
>2, 217/693, d1=0.665, d2=0.664 g=0.743
2/2 [==============================] - 0s 23ms/step
>2, 218/693, d1=0.649, d2=0.705 g=0.751
2/2 [==============================] - 0s 21ms/step
>2, 219/693, d1=0.642, d2=0.704 g=0.756
2/2 [==============================] - 0s 20ms/step
>2, 220/693, d1=0.631, d2=0.689 g=0.751
2/2 [==============================] - 0s 19ms/step
>2, 221/693, d1=0.646, d2=0.718 g=0.754
2/2 [==============================] - 0s 21ms/step
>2, 222/693, d1=0.664, d2=0.688 g=0.764
2/2 [==============================] - 0s 20ms/step
>2, 223/693, d1=0.703, d2=0.657 g=0.796
2/2 [==============================] - 0s 18ms/step
>2, 224/693, d1=0.685, d2=0.676 g=0.816
2/2 [==============================] - 0s 20ms/step
>2, 225/693, d1=0.701, d2=0.662 g=0.808
2/2 [==============================] - 0s 17ms/step
>2, 226/693, d1=0.699, d2=0.645 g=0.798
2/2 [==============================] - 0s 19ms/step
>2, 227/693, d1=0.688, d2=0.633 g=0.799
2/2 [==============================] - 0s 21ms/step
>2, 228/693, d1=0.674, d2=0.675 g=0.787
2/2 [==============================] - 0s 19ms/step
>2, 229/693, d1=0.674, d2=0.661 g=0.758
2/2 [==============================] - 0s 20ms/step
>2, 230/693, d1=0.692, d2=0.661 g=0.752
2/2 [==============================] - 0s 21ms/step
>2, 231/693, d1=0.641, d2=0.693 g=0.756
2/2 [==============================] - 0s 19ms/step
>2, 232/693, d1=0.607, d2=0.696 g=0.758
2/2 [==============================] - 0s 20ms/step
>2, 233/693, d1=0.639, d2=0.680 g=0.744
2/2 [==============================] - 0s 17ms/step
>2, 234/693, d1=0.623, d2=0.713 g=0.753
2/2 [==============================] - 0s 20ms/step
>2, 235/693, d1=0.632, d2=0.724 g=0.753
2/2 [==============================] - 0s 22ms/step
>2, 236/693, d1=0.635, d2=0.700 g=0.768
2/2 [==============================] - 0s 19ms/step
>2, 237/693, d1=0.640, d2=0.689 g=0.782
2/2 [==============================] - 0s 18ms/step
>2, 238/693, d1=0.660, d2=0.655 g=0.774
2/2 [==============================] - 0s 16ms/step
>2, 239/693, d1=0.687, d2=0.669 g=0.795
2/2 [==============================] - 0s 20ms/step
>2, 240/693, d1=0.672, d2=0.672 g=0.809
2/2 [==============================] - 0s 19ms/step
>2, 241/693, d1=0.694, d2=0.627 g=0.804
2/2 [==============================] - 0s 20ms/step
>2, 242/693, d1=0.681, d2=0.641 g=0.798
2/2 [==============================] - 0s 19ms/step
>2, 243/693, d1=0.713, d2=0.651 g=0.784
2/2 [==============================] - 0s 18ms/step
>2, 244/693, d1=0.693, d2=0.650 g=0.778
2/2 [==============================] - 0s 17ms/step
>2, 245/693, d1=0.682, d2=0.646 g=0.784
2/2 [==============================] - 0s 19ms/step
>2, 246/693, d1=0.670, d2=0.667 g=0.747
2/2 [==============================] - 0s 18ms/step
>2, 247/693, d1=0.667, d2=0.729 g=0.740
2/2 [==============================] - 0s 17ms/step
>2, 248/693, d1=0.649, d2=0.732 g=0.745
2/2 [==============================] - 0s 19ms/step
>2, 249/693, d1=0.643, d2=0.710 g=0.735
2/2 [==============================] - 0s 19ms/step
>2, 250/693, d1=0.652, d2=0.675 g=0.772
2/2 [==============================] - 0s 22ms/step
>2, 251/693, d1=0.659, d2=0.668 g=0.813
2/2 [==============================] - 0s 18ms/step
>2, 252/693, d1=0.703, d2=0.621 g=0.850
2/2 [==============================] - 0s 19ms/step
>2, 253/693, d1=0.717, d2=0.633 g=0.819
2/2 [==============================] - 0s 18ms/step
>2, 254/693, d1=0.714, d2=0.637 g=0.798
2/2 [==============================] - 0s 18ms/step
>2, 255/693, d1=0.715, d2=0.670 g=0.773
2/2 [==============================] - 0s 20ms/step
>2, 256/693, d1=0.695, d2=0.674 g=0.756
2/2 [==============================] - 0s 18ms/step
>2, 257/693, d1=0.691, d2=0.698 g=0.732
2/2 [==============================] - 0s 19ms/step
>2, 258/693, d1=0.619, d2=0.717 g=0.724
2/2 [==============================] - 0s 17ms/step
>2, 259/693, d1=0.633, d2=0.722 g=0.723
2/2 [==============================] - 0s 18ms/step
>2, 260/693, d1=0.579, d2=0.739 g=0.729
2/2 [==============================] - 0s 17ms/step
>2, 261/693, d1=0.578, d2=0.774 g=0.706
2/2 [==============================] - 0s 17ms/step
>2, 262/693, d1=0.604, d2=0.765 g=0.694
2/2 [==============================] - 0s 19ms/step
>2, 263/693, d1=0.607, d2=0.778 g=0.712
2/2 [==============================] - 0s 18ms/step
>2, 264/693, d1=0.663, d2=0.750 g=0.753
2/2 [==============================] - 0s 17ms/step
>2, 265/693, d1=0.659, d2=0.661 g=0.841
2/2 [==============================] - 0s 19ms/step
>2, 266/693, d1=0.703, d2=0.624 g=0.882
2/2 [==============================] - 0s 20ms/step
>2, 267/693, d1=0.695, d2=0.618 g=0.882
2/2 [==============================] - 0s 19ms/step
>2, 268/693, d1=0.740, d2=0.610 g=0.833
2/2 [==============================] - 0s 17ms/step
>2, 269/693, d1=0.720, d2=0.651 g=0.789
2/2 [==============================] - 0s 18ms/step
>2, 270/693, d1=0.691, d2=0.636 g=0.762
2/2 [==============================] - 0s 20ms/step
>2, 271/693, d1=0.678, d2=0.667 g=0.753
2/2 [==============================] - 0s 18ms/step
>2, 272/693, d1=0.671, d2=0.711 g=0.748
2/2 [==============================] - 0s 17ms/step
>2, 273/693, d1=0.628, d2=0.690 g=0.731
2/2 [==============================] - 0s 17ms/step
>2, 274/693, d1=0.610, d2=0.694 g=0.724
2/2 [==============================] - 0s 17ms/step
>2, 275/693, d1=0.586, d2=0.738 g=0.734
2/2 [==============================] - 0s 18ms/step
>2, 276/693, d1=0.566, d2=0.743 g=0.709
2/2 [==============================] - 0s 17ms/step
>2, 277/693, d1=0.581, d2=0.777 g=0.710
2/2 [==============================] - 0s 20ms/step
>2, 278/693, d1=0.610, d2=0.785 g=0.731
2/2 [==============================] - 0s 22ms/step
>2, 279/693, d1=0.663, d2=0.731 g=0.807
2/2 [==============================] - 0s 20ms/step
>2, 280/693, d1=0.693, d2=0.619 g=0.896
2/2 [==============================] - 0s 18ms/step
>2, 281/693, d1=0.704, d2=0.600 g=0.914
2/2 [==============================] - 0s 23ms/step
>2, 282/693, d1=0.741, d2=0.583 g=0.874
2/2 [==============================] - 0s 19ms/step
>2, 283/693, d1=0.734, d2=0.619 g=0.808
2/2 [==============================] - 0s 19ms/step
>2, 284/693, d1=0.705, d2=0.645 g=0.778
2/2 [==============================] - 0s 20ms/step
>2, 285/693, d1=0.698, d2=0.687 g=0.765
2/2 [==============================] - 0s 20ms/step
>2, 286/693, d1=0.652, d2=0.671 g=0.764
2/2 [==============================] - 0s 17ms/step
>2, 287/693, d1=0.625, d2=0.674 g=0.749
2/2 [==============================] - 0s 18ms/step
>2, 288/693, d1=0.592, d2=0.680 g=0.768
2/2 [==============================] - 0s 17ms/step
>2, 289/693, d1=0.563, d2=0.692 g=0.774
2/2 [==============================] - 0s 18ms/step
>2, 290/693, d1=0.577, d2=0.728 g=0.743
2/2 [==============================] - 0s 18ms/step
>2, 291/693, d1=0.565, d2=0.766 g=0.712
2/2 [==============================] - 0s 21ms/step
>2, 292/693, d1=0.639, d2=0.794 g=0.706
2/2 [==============================] - 0s 21ms/step
>2, 293/693, d1=0.635, d2=0.759 g=0.764
2/2 [==============================] - 0s 17ms/step
>2, 294/693, d1=0.665, d2=0.686 g=0.864
2/2 [==============================] - 0s 18ms/step
>2, 295/693, d1=0.689, d2=0.597 g=0.952
2/2 [==============================] - 0s 18ms/step
>2, 296/693, d1=0.710, d2=0.565 g=0.945
2/2 [==============================] - 0s 17ms/step
>2, 297/693, d1=0.765, d2=0.563 g=0.901
2/2 [==============================] - 0s 18ms/step
>2, 298/693, d1=0.752, d2=0.624 g=0.819
2/2 [==============================] - 0s 16ms/step
>2, 299/693, d1=0.723, d2=0.656 g=0.760
2/2 [==============================] - 0s 19ms/step
>2, 300/693, d1=0.681, d2=0.669 g=0.742
2/2 [==============================] - 0s 18ms/step
>2, 301/693, d1=0.658, d2=0.682 g=0.742
2/2 [==============================] - 0s 16ms/step
>2, 302/693, d1=0.617, d2=0.684 g=0.748
2/2 [==============================] - 0s 21ms/step
>2, 303/693, d1=0.608, d2=0.693 g=0.735
2/2 [==============================] - 0s 20ms/step
>2, 304/693, d1=0.573, d2=0.711 g=0.739
2/2 [==============================] - 0s 19ms/step
>2, 305/693, d1=0.548, d2=0.725 g=0.726
2/2 [==============================] - 0s 22ms/step
>2, 306/693, d1=0.548, d2=0.795 g=0.714
2/2 [==============================] - 0s 20ms/step
>2, 307/693, d1=0.588, d2=0.807 g=0.728
2/2 [==============================] - 0s 21ms/step
>2, 308/693, d1=0.649, d2=0.723 g=0.753
2/2 [==============================] - 0s 19ms/step
>2, 309/693, d1=0.683, d2=0.713 g=0.815
2/2 [==============================] - 0s 20ms/step
>2, 310/693, d1=0.694, d2=0.625 g=0.927
2/2 [==============================] - 0s 18ms/step
>2, 311/693, d1=0.748, d2=0.586 g=0.941
2/2 [==============================] - 0s 21ms/step
>2, 312/693, d1=0.788, d2=0.594 g=0.894
2/2 [==============================] - 0s 18ms/step
>2, 313/693, d1=0.751, d2=0.617 g=0.834
2/2 [==============================] - 0s 18ms/step
>2, 314/693, d1=0.689, d2=0.640 g=0.808
2/2 [==============================] - 0s 21ms/step
>2, 315/693, d1=0.697, d2=0.642 g=0.779
2/2 [==============================] - 0s 20ms/step
>2, 316/693, d1=0.699, d2=0.678 g=0.763
2/2 [==============================] - 0s 20ms/step
>2, 317/693, d1=0.626, d2=0.673 g=0.757
2/2 [==============================] - 0s 19ms/step
>2, 318/693, d1=0.642, d2=0.687 g=0.761
2/2 [==============================] - 0s 18ms/step
>2, 319/693, d1=0.594, d2=0.705 g=0.744
2/2 [==============================] - 0s 19ms/step
>2, 320/693, d1=0.612, d2=0.721 g=0.750
2/2 [==============================] - 0s 21ms/step
>2, 321/693, d1=0.597, d2=0.712 g=0.727
2/2 [==============================] - 0s 22ms/step
>2, 322/693, d1=0.605, d2=0.767 g=0.712
2/2 [==============================] - 0s 19ms/step
>2, 323/693, d1=0.634, d2=0.774 g=0.731
2/2 [==============================] - 0s 18ms/step
>2, 324/693, d1=0.678, d2=0.731 g=0.794
2/2 [==============================] - 0s 20ms/step
>2, 325/693, d1=0.709, d2=0.631 g=0.874
2/2 [==============================] - 0s 18ms/step
>2, 326/693, d1=0.742, d2=0.599 g=0.920
2/2 [==============================] - 0s 19ms/step
>2, 327/693, d1=0.752, d2=0.597 g=0.890
2/2 [==============================] - 0s 21ms/step
>2, 328/693, d1=0.735, d2=0.616 g=0.864
2/2 [==============================] - 0s 20ms/step
>2, 329/693, d1=0.735, d2=0.615 g=0.822
2/2 [==============================] - 0s 19ms/step
>2, 330/693, d1=0.714, d2=0.633 g=0.781
2/2 [==============================] - 0s 20ms/step
>2, 331/693, d1=0.721, d2=0.677 g=0.755
2/2 [==============================] - 0s 21ms/step
>2, 332/693, d1=0.664, d2=0.687 g=0.752
2/2 [==============================] - 0s 19ms/step
>2, 333/693, d1=0.632, d2=0.693 g=0.747
2/2 [==============================] - 0s 21ms/step
>2, 334/693, d1=0.613, d2=0.682 g=0.756
2/2 [==============================] - 0s 23ms/step
>2, 335/693, d1=0.617, d2=0.723 g=0.740
2/2 [==============================] - 0s 21ms/step
>2, 336/693, d1=0.613, d2=0.724 g=0.730
2/2 [==============================] - 0s 20ms/step
>2, 337/693, d1=0.626, d2=0.715 g=0.748
2/2 [==============================] - 0s 20ms/step
>2, 338/693, d1=0.627, d2=0.716 g=0.742
2/2 [==============================] - 0s 19ms/step
>2, 339/693, d1=0.654, d2=0.736 g=0.779
2/2 [==============================] - 0s 22ms/step
>2, 340/693, d1=0.673, d2=0.658 g=0.848
2/2 [==============================] - 0s 21ms/step
>2, 341/693, d1=0.699, d2=0.616 g=0.870
2/2 [==============================] - 0s 17ms/step
>2, 342/693, d1=0.724, d2=0.602 g=0.890
2/2 [==============================] - 0s 19ms/step
>2, 343/693, d1=0.720, d2=0.601 g=0.888
2/2 [==============================] - 0s 19ms/step
>2, 344/693, d1=0.712, d2=0.629 g=0.836
2/2 [==============================] - 0s 18ms/step
>2, 345/693, d1=0.721, d2=0.632 g=0.803
2/2 [==============================] - 0s 18ms/step
>2, 346/693, d1=0.685, d2=0.661 g=0.801
2/2 [==============================] - 0s 18ms/step
>2, 347/693, d1=0.701, d2=0.657 g=0.789
2/2 [==============================] - 0s 19ms/step
>2, 348/693, d1=0.654, d2=0.667 g=0.769
2/2 [==============================] - 0s 19ms/step
>2, 349/693, d1=0.614, d2=0.677 g=0.788
2/2 [==============================] - 0s 20ms/step
>2, 350/693, d1=0.647, d2=0.661 g=0.774
2/2 [==============================] - 0s 18ms/step
>2, 351/693, d1=0.654, d2=0.668 g=0.757
2/2 [==============================] - 0s 15ms/step
>2, 352/693, d1=0.606, d2=0.709 g=0.767
2/2 [==============================] - 0s 22ms/step
>2, 353/693, d1=0.602, d2=0.721 g=0.760
2/2 [==============================] - 0s 19ms/step
>2, 354/693, d1=0.642, d2=0.718 g=0.758
2/2 [==============================] - 0s 19ms/step
>2, 355/693, d1=0.649, d2=0.697 g=0.745
2/2 [==============================] - 0s 20ms/step
>2, 356/693, d1=0.636, d2=0.698 g=0.780
2/2 [==============================] - 0s 18ms/step
>2, 357/693, d1=0.684, d2=0.701 g=0.814
2/2 [==============================] - 0s 18ms/step
>2, 358/693, d1=0.685, d2=0.651 g=0.836
2/2 [==============================] - 0s 18ms/step
>2, 359/693, d1=0.713, d2=0.603 g=0.865
2/2 [==============================] - 0s 17ms/step
>2, 360/693, d1=0.706, d2=0.617 g=0.861
2/2 [==============================] - 0s 18ms/step
>2, 361/693, d1=0.745, d2=0.624 g=0.823
2/2 [==============================] - 0s 17ms/step
>2, 362/693, d1=0.707, d2=0.667 g=0.794
2/2 [==============================] - 0s 21ms/step
>2, 363/693, d1=0.685, d2=0.651 g=0.776
2/2 [==============================] - 0s 20ms/step
>2, 364/693, d1=0.677, d2=0.691 g=0.775
2/2 [==============================] - 0s 18ms/step
>2, 365/693, d1=0.631, d2=0.700 g=0.746
2/2 [==============================] - 0s 20ms/step
>2, 366/693, d1=0.656, d2=0.681 g=0.760
2/2 [==============================] - 0s 18ms/step
>2, 367/693, d1=0.650, d2=0.692 g=0.737
2/2 [==============================] - 0s 16ms/step
>2, 368/693, d1=0.649, d2=0.668 g=0.732
2/2 [==============================] - 0s 18ms/step
>2, 369/693, d1=0.618, d2=0.697 g=0.727
2/2 [==============================] - 0s 19ms/step
>2, 370/693, d1=0.584, d2=0.707 g=0.747
2/2 [==============================] - 0s 18ms/step
>2, 371/693, d1=0.598, d2=0.734 g=0.752
2/2 [==============================] - 0s 16ms/step
>2, 372/693, d1=0.622, d2=0.723 g=0.752
2/2 [==============================] - 0s 19ms/step
>2, 373/693, d1=0.659, d2=0.706 g=0.768
2/2 [==============================] - 0s 18ms/step
>2, 374/693, d1=0.677, d2=0.678 g=0.831
2/2 [==============================] - 0s 18ms/step
>2, 375/693, d1=0.734, d2=0.634 g=0.882
2/2 [==============================] - 0s 17ms/step
>2, 376/693, d1=0.714, d2=0.624 g=0.928
2/2 [==============================] - 0s 20ms/step
>2, 377/693, d1=0.740, d2=0.577 g=0.898
2/2 [==============================] - 0s 19ms/step
>2, 378/693, d1=0.803, d2=0.600 g=0.822
2/2 [==============================] - 0s 18ms/step
>2, 379/693, d1=0.729, d2=0.659 g=0.775
2/2 [==============================] - 0s 18ms/step
>2, 380/693, d1=0.669, d2=0.673 g=0.761
2/2 [==============================] - 0s 17ms/step
>2, 381/693, d1=0.672, d2=0.694 g=0.747
2/2 [==============================] - 0s 19ms/step
>2, 382/693, d1=0.627, d2=0.667 g=0.774
2/2 [==============================] - 0s 19ms/step
>2, 383/693, d1=0.620, d2=0.669 g=0.784
2/2 [==============================] - 0s 20ms/step
>2, 384/693, d1=0.589, d2=0.693 g=0.764
2/2 [==============================] - 0s 21ms/step
>2, 385/693, d1=0.602, d2=0.701 g=0.744
2/2 [==============================] - 0s 21ms/step
>2, 386/693, d1=0.602, d2=0.735 g=0.733
2/2 [==============================] - 0s 20ms/step
>2, 387/693, d1=0.580, d2=0.771 g=0.708
2/2 [==============================] - 0s 21ms/step
>2, 388/693, d1=0.609, d2=0.791 g=0.745
2/2 [==============================] - 0s 21ms/step
>2, 389/693, d1=0.632, d2=0.724 g=0.785
2/2 [==============================] - 0s 20ms/step
>2, 390/693, d1=0.675, d2=0.675 g=0.839
2/2 [==============================] - 0s 20ms/step
>2, 391/693, d1=0.693, d2=0.624 g=0.891
2/2 [==============================] - 0s 20ms/step
>2, 392/693, d1=0.717, d2=0.580 g=0.920
2/2 [==============================] - 0s 19ms/step
>2, 393/693, d1=0.703, d2=0.611 g=0.875
2/2 [==============================] - 0s 22ms/step
>2, 394/693, d1=0.754, d2=0.632 g=0.835
2/2 [==============================] - 0s 21ms/step
>2, 395/693, d1=0.731, d2=0.673 g=0.766
2/2 [==============================] - 0s 19ms/step
>2, 396/693, d1=0.700, d2=0.678 g=0.764
2/2 [==============================] - 0s 19ms/step
>2, 397/693, d1=0.649, d2=0.702 g=0.747
2/2 [==============================] - 0s 19ms/step
>2, 398/693, d1=0.640, d2=0.694 g=0.729
2/2 [==============================] - 0s 21ms/step
>2, 399/693, d1=0.616, d2=0.717 g=0.726
2/2 [==============================] - 0s 21ms/step
>2, 400/693, d1=0.594, d2=0.717 g=0.736
2/2 [==============================] - 0s 18ms/step
>2, 401/693, d1=0.633, d2=0.719 g=0.727
2/2 [==============================] - 0s 18ms/step
>2, 402/693, d1=0.599, d2=0.718 g=0.760
2/2 [==============================] - 0s 16ms/step
>2, 403/693, d1=0.613, d2=0.735 g=0.755
2/2 [==============================] - 0s 19ms/step
>2, 404/693, d1=0.671, d2=0.730 g=0.762
2/2 [==============================] - 0s 17ms/step
>2, 405/693, d1=0.684, d2=0.692 g=0.800
2/2 [==============================] - 0s 18ms/step
>2, 406/693, d1=0.679, d2=0.625 g=0.819
2/2 [==============================] - 0s 18ms/step
>2, 407/693, d1=0.701, d2=0.646 g=0.851
2/2 [==============================] - 0s 17ms/step
>2, 408/693, d1=0.710, d2=0.661 g=0.831
2/2 [==============================] - 0s 17ms/step
>2, 409/693, d1=0.700, d2=0.604 g=0.818
2/2 [==============================] - 0s 17ms/step
>2, 410/693, d1=0.715, d2=0.644 g=0.808
2/2 [==============================] - 0s 18ms/step
>2, 411/693, d1=0.686, d2=0.653 g=0.797
2/2 [==============================] - 0s 19ms/step
>2, 412/693, d1=0.668, d2=0.651 g=0.778
2/2 [==============================] - 0s 20ms/step
>2, 413/693, d1=0.652, d2=0.664 g=0.764
2/2 [==============================] - 0s 19ms/step
>2, 414/693, d1=0.656, d2=0.669 g=0.761
2/2 [==============================] - 0s 17ms/step
>2, 415/693, d1=0.634, d2=0.690 g=0.759
2/2 [==============================] - 0s 18ms/step
>2, 416/693, d1=0.618, d2=0.692 g=0.759
2/2 [==============================] - 0s 17ms/step
>2, 417/693, d1=0.599, d2=0.689 g=0.756
2/2 [==============================] - 0s 17ms/step
>2, 418/693, d1=0.589, d2=0.712 g=0.750
2/2 [==============================] - 0s 20ms/step
>2, 419/693, d1=0.606, d2=0.693 g=0.746
2/2 [==============================] - 0s 20ms/step
>2, 420/693, d1=0.605, d2=0.737 g=0.744
2/2 [==============================] - 0s 17ms/step
>2, 421/693, d1=0.634, d2=0.731 g=0.749
2/2 [==============================] - 0s 19ms/step
>2, 422/693, d1=0.613, d2=0.717 g=0.779
2/2 [==============================] - 0s 19ms/step
>2, 423/693, d1=0.649, d2=0.681 g=0.825
2/2 [==============================] - 0s 18ms/step
>2, 424/693, d1=0.698, d2=0.653 g=0.844
2/2 [==============================] - 0s 20ms/step
>2, 425/693, d1=0.700, d2=0.651 g=0.870
2/2 [==============================] - 0s 19ms/step
>2, 426/693, d1=0.717, d2=0.630 g=0.849
2/2 [==============================] - 0s 18ms/step
>2, 427/693, d1=0.727, d2=0.645 g=0.839
2/2 [==============================] - 0s 19ms/step
>2, 428/693, d1=0.704, d2=0.645 g=0.820
2/2 [==============================] - 0s 18ms/step
>2, 429/693, d1=0.688, d2=0.660 g=0.805
2/2 [==============================] - 0s 18ms/step
>2, 430/693, d1=0.688, d2=0.654 g=0.787
2/2 [==============================] - 0s 18ms/step
>2, 431/693, d1=0.681, d2=0.669 g=0.780
2/2 [==============================] - 0s 17ms/step
>2, 432/693, d1=0.664, d2=0.686 g=0.790
2/2 [==============================] - 0s 17ms/step
>2, 433/693, d1=0.637, d2=0.675 g=0.772
2/2 [==============================] - 0s 20ms/step
>2, 434/693, d1=0.639, d2=0.681 g=0.774
2/2 [==============================] - 0s 18ms/step
>2, 435/693, d1=0.644, d2=0.685 g=0.769
2/2 [==============================] - 0s 17ms/step
>2, 436/693, d1=0.652, d2=0.685 g=0.770
2/2 [==============================] - 0s 20ms/step
>2, 437/693, d1=0.658, d2=0.687 g=0.784
2/2 [==============================] - 0s 16ms/step
>2, 438/693, d1=0.678, d2=0.694 g=0.802
2/2 [==============================] - 0s 17ms/step
>2, 439/693, d1=0.676, d2=0.661 g=0.809
2/2 [==============================] - 0s 20ms/step
>2, 440/693, d1=0.687, d2=0.661 g=0.802
2/2 [==============================] - 0s 20ms/step
>2, 441/693, d1=0.664, d2=0.650 g=0.813
2/2 [==============================] - 0s 20ms/step
>2, 442/693, d1=0.691, d2=0.651 g=0.816
2/2 [==============================] - 0s 18ms/step
>2, 443/693, d1=0.682, d2=0.665 g=0.787
2/2 [==============================] - 0s 19ms/step
>2, 444/693, d1=0.680, d2=0.673 g=0.779
2/2 [==============================] - 0s 18ms/step
>2, 445/693, d1=0.687, d2=0.683 g=0.774
2/2 [==============================] - 0s 19ms/step
>2, 446/693, d1=0.670, d2=0.665 g=0.796
2/2 [==============================] - 0s 18ms/step
>2, 447/693, d1=0.680, d2=0.668 g=0.782
2/2 [==============================] - 0s 20ms/step
>2, 448/693, d1=0.681, d2=0.676 g=0.792
2/2 [==============================] - 0s 19ms/step
>2, 449/693, d1=0.639, d2=0.682 g=0.779
2/2 [==============================] - 0s 18ms/step
>2, 450/693, d1=0.637, d2=0.694 g=0.792
2/2 [==============================] - 0s 18ms/step
>2, 451/693, d1=0.667, d2=0.662 g=0.769
2/2 [==============================] - 0s 19ms/step
>2, 452/693, d1=0.667, d2=0.673 g=0.753
2/2 [==============================] - 0s 18ms/step
>2, 453/693, d1=0.660, d2=0.682 g=0.765
2/2 [==============================] - 0s 19ms/step
>2, 454/693, d1=0.649, d2=0.670 g=0.773
2/2 [==============================] - 0s 20ms/step
>2, 455/693, d1=0.684, d2=0.677 g=0.754
2/2 [==============================] - 0s 17ms/step
>2, 456/693, d1=0.676, d2=0.678 g=0.768
2/2 [==============================] - 0s 20ms/step
>2, 457/693, d1=0.677, d2=0.669 g=0.764
2/2 [==============================] - 0s 18ms/step
>2, 458/693, d1=0.647, d2=0.682 g=0.780
2/2 [==============================] - 0s 18ms/step
>2, 459/693, d1=0.670, d2=0.697 g=0.797
2/2 [==============================] - 0s 19ms/step
>2, 460/693, d1=0.659, d2=0.649 g=0.812
2/2 [==============================] - 0s 19ms/step
>2, 461/693, d1=0.683, d2=0.634 g=0.795
2/2 [==============================] - 0s 19ms/step
>2, 462/693, d1=0.686, d2=0.639 g=0.820
2/2 [==============================] - 0s 17ms/step
>2, 463/693, d1=0.689, d2=0.661 g=0.801
2/2 [==============================] - 0s 19ms/step
>2, 464/693, d1=0.671, d2=0.701 g=0.787
2/2 [==============================] - 0s 19ms/step
>2, 465/693, d1=0.672, d2=0.669 g=0.777
2/2 [==============================] - 0s 18ms/step
>2, 466/693, d1=0.676, d2=0.671 g=0.770
2/2 [==============================] - 0s 17ms/step
>2, 467/693, d1=0.669, d2=0.670 g=0.771
2/2 [==============================] - 0s 18ms/step
>2, 468/693, d1=0.641, d2=0.673 g=0.782
2/2 [==============================] - 0s 22ms/step
>2, 469/693, d1=0.633, d2=0.709 g=0.763
2/2 [==============================] - 0s 17ms/step
>2, 470/693, d1=0.665, d2=0.687 g=0.770
2/2 [==============================] - 0s 18ms/step
>2, 471/693, d1=0.640, d2=0.689 g=0.781
2/2 [==============================] - 0s 19ms/step
>2, 472/693, d1=0.651, d2=0.670 g=0.811
2/2 [==============================] - 0s 18ms/step
>2, 473/693, d1=0.675, d2=0.666 g=0.790
2/2 [==============================] - 0s 18ms/step
>2, 474/693, d1=0.681, d2=0.648 g=0.801
2/2 [==============================] - 0s 21ms/step
>2, 475/693, d1=0.671, d2=0.638 g=0.809
2/2 [==============================] - 0s 19ms/step
>2, 476/693, d1=0.686, d2=0.672 g=0.786
2/2 [==============================] - 0s 18ms/step
>2, 477/693, d1=0.657, d2=0.672 g=0.788
2/2 [==============================] - 0s 21ms/step
>2, 478/693, d1=0.656, d2=0.673 g=0.783
2/2 [==============================] - 0s 20ms/step
>2, 479/693, d1=0.681, d2=0.674 g=0.765
2/2 [==============================] - 0s 22ms/step
>2, 480/693, d1=0.674, d2=0.647 g=0.767
2/2 [==============================] - 0s 20ms/step
>2, 481/693, d1=0.666, d2=0.675 g=0.784
2/2 [==============================] - 0s 18ms/step
>2, 482/693, d1=0.659, d2=0.669 g=0.784
2/2 [==============================] - 0s 20ms/step
>2, 483/693, d1=0.664, d2=0.660 g=0.770
2/2 [==============================] - 0s 19ms/step
>2, 484/693, d1=0.623, d2=0.652 g=0.775
2/2 [==============================] - 0s 19ms/step
>2, 485/693, d1=0.664, d2=0.703 g=0.766
2/2 [==============================] - 0s 18ms/step
>2, 486/693, d1=0.639, d2=0.682 g=0.785
2/2 [==============================] - 0s 18ms/step
>2, 487/693, d1=0.660, d2=0.679 g=0.786
2/2 [==============================] - 0s 21ms/step
>2, 488/693, d1=0.660, d2=0.669 g=0.795
2/2 [==============================] - 0s 19ms/step
>2, 489/693, d1=0.639, d2=0.663 g=0.788
2/2 [==============================] - 0s 18ms/step
>2, 490/693, d1=0.676, d2=0.656 g=0.791
2/2 [==============================] - 0s 20ms/step
>2, 491/693, d1=0.690, d2=0.677 g=0.795
2/2 [==============================] - 0s 20ms/step
>2, 492/693, d1=0.671, d2=0.673 g=0.797
2/2 [==============================] - 0s 17ms/step
>2, 493/693, d1=0.671, d2=0.656 g=0.767
2/2 [==============================] - 0s 19ms/step
>2, 494/693, d1=0.687, d2=0.685 g=0.766
2/2 [==============================] - 0s 19ms/step
>2, 495/693, d1=0.645, d2=0.675 g=0.765
2/2 [==============================] - 0s 18ms/step
>2, 496/693, d1=0.697, d2=0.636 g=0.758
2/2 [==============================] - 0s 17ms/step
>2, 497/693, d1=0.657, d2=0.689 g=0.757
2/2 [==============================] - 0s 20ms/step
>2, 498/693, d1=0.650, d2=0.700 g=0.771
2/2 [==============================] - 0s 17ms/step
>2, 499/693, d1=0.649, d2=0.666 g=0.794
2/2 [==============================] - 0s 18ms/step
>2, 500/693, d1=0.638, d2=0.646 g=0.828
2/2 [==============================] - 0s 18ms/step
>2, 501/693, d1=0.701, d2=0.662 g=0.807
2/2 [==============================] - 0s 18ms/step
>2, 502/693, d1=0.661, d2=0.650 g=0.801
2/2 [==============================] - 0s 18ms/step
>2, 503/693, d1=0.702, d2=0.662 g=0.782
2/2 [==============================] - 0s 18ms/step
>2, 504/693, d1=0.685, d2=0.670 g=0.783
2/2 [==============================] - 0s 21ms/step
>2, 505/693, d1=0.677, d2=0.680 g=0.793
2/2 [==============================] - 0s 15ms/step
>2, 506/693, d1=0.665, d2=0.674 g=0.779
2/2 [==============================] - 0s 16ms/step
>2, 507/693, d1=0.641, d2=0.662 g=0.788
2/2 [==============================] - 0s 17ms/step
>2, 508/693, d1=0.648, d2=0.690 g=0.782
2/2 [==============================] - 0s 21ms/step
>2, 509/693, d1=0.634, d2=0.696 g=0.775
2/2 [==============================] - 0s 21ms/step
>2, 510/693, d1=0.640, d2=0.697 g=0.765
2/2 [==============================] - 0s 21ms/step
>2, 511/693, d1=0.653, d2=0.693 g=0.778
2/2 [==============================] - 0s 19ms/step
>2, 512/693, d1=0.633, d2=0.706 g=0.776
2/2 [==============================] - 0s 19ms/step
>2, 513/693, d1=0.633, d2=0.681 g=0.797
2/2 [==============================] - 0s 19ms/step
>2, 514/693, d1=0.685, d2=0.678 g=0.792
2/2 [==============================] - 0s 20ms/step
>2, 515/693, d1=0.694, d2=0.675 g=0.771
2/2 [==============================] - 0s 16ms/step
>2, 516/693, d1=0.666, d2=0.693 g=0.764
2/2 [==============================] - 0s 20ms/step
>2, 517/693, d1=0.679, d2=0.696 g=0.777
2/2 [==============================] - 0s 17ms/step
>2, 518/693, d1=0.651, d2=0.694 g=0.771
2/2 [==============================] - 0s 19ms/step
>2, 519/693, d1=0.644, d2=0.651 g=0.775
2/2 [==============================] - 0s 17ms/step
>2, 520/693, d1=0.663, d2=0.710 g=0.766
2/2 [==============================] - 0s 19ms/step
>2, 521/693, d1=0.656, d2=0.684 g=0.775
2/2 [==============================] - 0s 21ms/step
>2, 522/693, d1=0.662, d2=0.645 g=0.754
2/2 [==============================] - 0s 21ms/step
>2, 523/693, d1=0.664, d2=0.685 g=0.787
2/2 [==============================] - 0s 19ms/step
>2, 524/693, d1=0.688, d2=0.682 g=0.774
2/2 [==============================] - 0s 17ms/step
>2, 525/693, d1=0.668, d2=0.715 g=0.764
2/2 [==============================] - 0s 20ms/step
>2, 526/693, d1=0.681, d2=0.701 g=0.784
2/2 [==============================] - 0s 17ms/step
>2, 527/693, d1=0.657, d2=0.675 g=0.772
2/2 [==============================] - 0s 19ms/step
>2, 528/693, d1=0.671, d2=0.683 g=0.743
2/2 [==============================] - 0s 18ms/step
>2, 529/693, d1=0.644, d2=0.691 g=0.755
2/2 [==============================] - 0s 19ms/step
>2, 530/693, d1=0.617, d2=0.702 g=0.763
2/2 [==============================] - 0s 18ms/step
>2, 531/693, d1=0.641, d2=0.706 g=0.758
2/2 [==============================] - 0s 17ms/step
>2, 532/693, d1=0.646, d2=0.720 g=0.767
2/2 [==============================] - 0s 23ms/step
>2, 533/693, d1=0.625, d2=0.717 g=0.773
2/2 [==============================] - 0s 18ms/step
>2, 534/693, d1=0.664, d2=0.672 g=0.818
2/2 [==============================] - 0s 18ms/step
>2, 535/693, d1=0.681, d2=0.676 g=0.809
2/2 [==============================] - 0s 20ms/step
>2, 536/693, d1=0.657, d2=0.654 g=0.814
2/2 [==============================] - 0s 17ms/step
>2, 537/693, d1=0.664, d2=0.656 g=0.807
2/2 [==============================] - 0s 18ms/step
>2, 538/693, d1=0.678, d2=0.648 g=0.796
2/2 [==============================] - 0s 18ms/step
>2, 539/693, d1=0.665, d2=0.676 g=0.794
2/2 [==============================] - 0s 19ms/step
>2, 540/693, d1=0.662, d2=0.670 g=0.787
2/2 [==============================] - 0s 21ms/step
>2, 541/693, d1=0.660, d2=0.681 g=0.790
2/2 [==============================] - 0s 20ms/step
>2, 542/693, d1=0.648, d2=0.689 g=0.791
2/2 [==============================] - 0s 18ms/step
>2, 543/693, d1=0.676, d2=0.667 g=0.778
2/2 [==============================] - 0s 17ms/step
>2, 544/693, d1=0.652, d2=0.693 g=0.784
2/2 [==============================] - 0s 18ms/step
>2, 545/693, d1=0.672, d2=0.677 g=0.794
2/2 [==============================] - 0s 19ms/step
>2, 546/693, d1=0.660, d2=0.664 g=0.804
2/2 [==============================] - 0s 19ms/step
>2, 547/693, d1=0.691, d2=0.641 g=0.834
2/2 [==============================] - 0s 18ms/step
>2, 548/693, d1=0.675, d2=0.657 g=0.825
2/2 [==============================] - 0s 16ms/step
>2, 549/693, d1=0.671, d2=0.675 g=0.821
2/2 [==============================] - 0s 18ms/step
>2, 550/693, d1=0.711, d2=0.650 g=0.818
2/2 [==============================] - 0s 17ms/step
>2, 551/693, d1=0.676, d2=0.645 g=0.807
2/2 [==============================] - 0s 18ms/step
>2, 552/693, d1=0.670, d2=0.671 g=0.801
2/2 [==============================] - 0s 17ms/step
>2, 553/693, d1=0.696, d2=0.683 g=0.790
2/2 [==============================] - 0s 21ms/step
>2, 554/693, d1=0.662, d2=0.669 g=0.796
2/2 [==============================] - 0s 22ms/step
>2, 555/693, d1=0.668, d2=0.682 g=0.769
2/2 [==============================] - 0s 20ms/step
>2, 556/693, d1=0.643, d2=0.673 g=0.784
2/2 [==============================] - 0s 20ms/step
>2, 557/693, d1=0.652, d2=0.673 g=0.762
2/2 [==============================] - 0s 21ms/step
>2, 558/693, d1=0.638, d2=0.684 g=0.778
2/2 [==============================] - 0s 20ms/step
>2, 559/693, d1=0.634, d2=0.676 g=0.801
2/2 [==============================] - 0s 21ms/step
>2, 560/693, d1=0.670, d2=0.691 g=0.790
2/2 [==============================] - 0s 19ms/step
>2, 561/693, d1=0.659, d2=0.683 g=0.794
2/2 [==============================] - 0s 20ms/step
>2, 562/693, d1=0.669, d2=0.677 g=0.799
2/2 [==============================] - 0s 21ms/step
>2, 563/693, d1=0.688, d2=0.675 g=0.803
2/2 [==============================] - 0s 20ms/step
>2, 564/693, d1=0.660, d2=0.676 g=0.798
2/2 [==============================] - 0s 19ms/step
>2, 565/693, d1=0.651, d2=0.674 g=0.783
2/2 [==============================] - 0s 20ms/step
>2, 566/693, d1=0.672, d2=0.671 g=0.781
2/2 [==============================] - 0s 21ms/step
>2, 567/693, d1=0.624, d2=0.677 g=0.765
2/2 [==============================] - 0s 18ms/step
>2, 568/693, d1=0.665, d2=0.681 g=0.756
2/2 [==============================] - 0s 22ms/step
>2, 569/693, d1=0.658, d2=0.709 g=0.778
2/2 [==============================] - 0s 18ms/step
>2, 570/693, d1=0.620, d2=0.697 g=0.791
2/2 [==============================] - 0s 18ms/step
>2, 571/693, d1=0.654, d2=0.671 g=0.773
2/2 [==============================] - 0s 19ms/step
>2, 572/693, d1=0.659, d2=0.693 g=0.771
2/2 [==============================] - 0s 18ms/step
>2, 573/693, d1=0.639, d2=0.666 g=0.808
2/2 [==============================] - 0s 19ms/step
>2, 574/693, d1=0.668, d2=0.681 g=0.805
2/2 [==============================] - 0s 16ms/step
>2, 575/693, d1=0.674, d2=0.685 g=0.783
2/2 [==============================] - 0s 21ms/step
>2, 576/693, d1=0.662, d2=0.681 g=0.773
2/2 [==============================] - 0s 20ms/step
>2, 577/693, d1=0.649, d2=0.700 g=0.767
2/2 [==============================] - 0s 17ms/step
>2, 578/693, d1=0.675, d2=0.682 g=0.782
2/2 [==============================] - 0s 20ms/step
>2, 579/693, d1=0.657, d2=0.668 g=0.792
2/2 [==============================] - 0s 18ms/step
>2, 580/693, d1=0.654, d2=0.693 g=0.792
2/2 [==============================] - 0s 18ms/step
>2, 581/693, d1=0.666, d2=0.662 g=0.802
2/2 [==============================] - 0s 20ms/step
>2, 582/693, d1=0.671, d2=0.655 g=0.808
2/2 [==============================] - 0s 18ms/step
>2, 583/693, d1=0.671, d2=0.646 g=0.796
2/2 [==============================] - 0s 20ms/step
>2, 584/693, d1=0.685, d2=0.697 g=0.797
2/2 [==============================] - 0s 19ms/step
>2, 585/693, d1=0.670, d2=0.658 g=0.782
2/2 [==============================] - 0s 18ms/step
>2, 586/693, d1=0.660, d2=0.710 g=0.799
2/2 [==============================] - 0s 17ms/step
>2, 587/693, d1=0.680, d2=0.696 g=0.789
2/2 [==============================] - 0s 17ms/step
>2, 588/693, d1=0.660, d2=0.684 g=0.810
2/2 [==============================] - 0s 21ms/step
>2, 589/693, d1=0.693, d2=0.661 g=0.805
2/2 [==============================] - 0s 18ms/step
>2, 590/693, d1=0.677, d2=0.637 g=0.810
2/2 [==============================] - 0s 19ms/step
>2, 591/693, d1=0.696, d2=0.673 g=0.817
2/2 [==============================] - 0s 17ms/step
>2, 592/693, d1=0.661, d2=0.657 g=0.826
2/2 [==============================] - 0s 18ms/step
>2, 593/693, d1=0.706, d2=0.652 g=0.788
2/2 [==============================] - 0s 19ms/step
>2, 594/693, d1=0.692, d2=0.682 g=0.785
2/2 [==============================] - 0s 18ms/step
>2, 595/693, d1=0.669, d2=0.700 g=0.759
2/2 [==============================] - 0s 18ms/step
>2, 596/693, d1=0.665, d2=0.702 g=0.785
2/2 [==============================] - 0s 18ms/step
>2, 597/693, d1=0.675, d2=0.650 g=0.773
2/2 [==============================] - 0s 19ms/step
>2, 598/693, d1=0.653, d2=0.701 g=0.810
2/2 [==============================] - 0s 19ms/step
>2, 599/693, d1=0.691, d2=0.693 g=0.790
2/2 [==============================] - 0s 18ms/step
>2, 600/693, d1=0.666, d2=0.663 g=0.800
2/2 [==============================] - 0s 19ms/step
>2, 601/693, d1=0.677, d2=0.651 g=0.794
2/2 [==============================] - 0s 19ms/step
>2, 602/693, d1=0.683, d2=0.700 g=0.802
2/2 [==============================] - 0s 20ms/step
>2, 603/693, d1=0.641, d2=0.690 g=0.825
2/2 [==============================] - 0s 18ms/step
>2, 604/693, d1=0.640, d2=0.622 g=0.797
2/2 [==============================] - 0s 20ms/step
>2, 605/693, d1=0.693, d2=0.652 g=0.822
2/2 [==============================] - 0s 17ms/step
>2, 606/693, d1=0.680, d2=0.660 g=0.794
2/2 [==============================] - 0s 19ms/step
>2, 607/693, d1=0.645, d2=0.684 g=0.771
2/2 [==============================] - 0s 18ms/step
>2, 608/693, d1=0.645, d2=0.715 g=0.765
2/2 [==============================] - 0s 17ms/step
>2, 609/693, d1=0.639, d2=0.712 g=0.766
2/2 [==============================] - 0s 20ms/step
>2, 610/693, d1=0.628, d2=0.708 g=0.758
2/2 [==============================] - 0s 19ms/step
>2, 611/693, d1=0.671, d2=0.691 g=0.787
2/2 [==============================] - 0s 18ms/step
>2, 612/693, d1=0.640, d2=0.660 g=0.839
2/2 [==============================] - 0s 16ms/step
>2, 613/693, d1=0.651, d2=0.650 g=0.843
2/2 [==============================] - 0s 18ms/step
>2, 614/693, d1=0.703, d2=0.641 g=0.839
2/2 [==============================] - 0s 18ms/step
>2, 615/693, d1=0.715, d2=0.659 g=0.775
2/2 [==============================] - 0s 18ms/step
>2, 616/693, d1=0.675, d2=0.697 g=0.778
2/2 [==============================] - 0s 20ms/step
>2, 617/693, d1=0.629, d2=0.679 g=0.755
2/2 [==============================] - 0s 22ms/step
>2, 618/693, d1=0.619, d2=0.699 g=0.745
2/2 [==============================] - 0s 18ms/step
>2, 619/693, d1=0.625, d2=0.732 g=0.753
2/2 [==============================] - 0s 18ms/step
>2, 620/693, d1=0.637, d2=0.761 g=0.718
2/2 [==============================] - 0s 20ms/step
>2, 621/693, d1=0.585, d2=0.771 g=0.754
2/2 [==============================] - 0s 19ms/step
>2, 622/693, d1=0.667, d2=0.712 g=0.807
2/2 [==============================] - 0s 16ms/step
>2, 623/693, d1=0.673, d2=0.646 g=0.846
2/2 [==============================] - 0s 21ms/step
>2, 624/693, d1=0.679, d2=0.633 g=0.873
2/2 [==============================] - 0s 18ms/step
>2, 625/693, d1=0.699, d2=0.644 g=0.826
2/2 [==============================] - 0s 16ms/step
>2, 626/693, d1=0.742, d2=0.658 g=0.791
2/2 [==============================] - 0s 19ms/step
>2, 627/693, d1=0.694, d2=0.690 g=0.767
2/2 [==============================] - 0s 18ms/step
>2, 628/693, d1=0.659, d2=0.676 g=0.774
2/2 [==============================] - 0s 18ms/step
>2, 629/693, d1=0.657, d2=0.670 g=0.771
2/2 [==============================] - 0s 20ms/step
>2, 630/693, d1=0.626, d2=0.701 g=0.770
2/2 [==============================] - 0s 19ms/step
>2, 631/693, d1=0.622, d2=0.724 g=0.763
2/2 [==============================] - 0s 21ms/step
>2, 632/693, d1=0.649, d2=0.726 g=0.776
2/2 [==============================] - 0s 21ms/step
>2, 633/693, d1=0.643, d2=0.704 g=0.778
2/2 [==============================] - 0s 18ms/step
>2, 634/693, d1=0.662, d2=0.670 g=0.831
2/2 [==============================] - 0s 20ms/step
>2, 635/693, d1=0.679, d2=0.639 g=0.844
2/2 [==============================] - 0s 21ms/step
>2, 636/693, d1=0.714, d2=0.644 g=0.805
2/2 [==============================] - 0s 18ms/step
>2, 637/693, d1=0.665, d2=0.684 g=0.798
2/2 [==============================] - 0s 17ms/step
>2, 638/693, d1=0.687, d2=0.673 g=0.748
2/2 [==============================] - 0s 19ms/step
>2, 639/693, d1=0.668, d2=0.677 g=0.759
2/2 [==============================] - 0s 20ms/step
>2, 640/693, d1=0.663, d2=0.704 g=0.756
2/2 [==============================] - 0s 21ms/step
>2, 641/693, d1=0.614, d2=0.690 g=0.767
2/2 [==============================] - 0s 20ms/step
>2, 642/693, d1=0.628, d2=0.678 g=0.739
2/2 [==============================] - 0s 19ms/step
>2, 643/693, d1=0.637, d2=0.709 g=0.767
2/2 [==============================] - 0s 19ms/step
>2, 644/693, d1=0.636, d2=0.684 g=0.755
2/2 [==============================] - 0s 19ms/step
>2, 645/693, d1=0.694, d2=0.710 g=0.778
2/2 [==============================] - 0s 19ms/step
>2, 646/693, d1=0.674, d2=0.682 g=0.797
2/2 [==============================] - 0s 20ms/step
>2, 647/693, d1=0.640, d2=0.679 g=0.819
2/2 [==============================] - 0s 18ms/step
>2, 648/693, d1=0.720, d2=0.666 g=0.815
2/2 [==============================] - 0s 18ms/step
>2, 649/693, d1=0.685, d2=0.703 g=0.817
2/2 [==============================] - 0s 21ms/step
>2, 650/693, d1=0.662, d2=0.646 g=0.802
2/2 [==============================] - 0s 21ms/step
>2, 651/693, d1=0.680, d2=0.670 g=0.797
2/2 [==============================] - 0s 20ms/step
>2, 652/693, d1=0.670, d2=0.672 g=0.791
2/2 [==============================] - 0s 20ms/step
>2, 653/693, d1=0.672, d2=0.680 g=0.806
2/2 [==============================] - 0s 20ms/step
>2, 654/693, d1=0.668, d2=0.682 g=0.826
2/2 [==============================] - 0s 18ms/step
>2, 655/693, d1=0.692, d2=0.657 g=0.812
2/2 [==============================] - 0s 16ms/step
>2, 656/693, d1=0.708, d2=0.654 g=0.805
2/2 [==============================] - 0s 18ms/step
>2, 657/693, d1=0.690, d2=0.678 g=0.814
2/2 [==============================] - 0s 20ms/step
>2, 658/693, d1=0.678, d2=0.650 g=0.809
2/2 [==============================] - 0s 21ms/step
>2, 659/693, d1=0.694, d2=0.663 g=0.774
2/2 [==============================] - 0s 19ms/step
>2, 660/693, d1=0.686, d2=0.666 g=0.796
2/2 [==============================] - 0s 18ms/step
>2, 661/693, d1=0.676, d2=0.690 g=0.781
2/2 [==============================] - 0s 16ms/step
>2, 662/693, d1=0.656, d2=0.694 g=0.777
2/2 [==============================] - 0s 18ms/step
>2, 663/693, d1=0.677, d2=0.680 g=0.798
2/2 [==============================] - 0s 17ms/step
>2, 664/693, d1=0.667, d2=0.683 g=0.777
2/2 [==============================] - 0s 16ms/step
>2, 665/693, d1=0.689, d2=0.705 g=0.776
2/2 [==============================] - 0s 19ms/step
>2, 666/693, d1=0.691, d2=0.667 g=0.800
2/2 [==============================] - 0s 17ms/step
>2, 667/693, d1=0.695, d2=0.667 g=0.797
2/2 [==============================] - 0s 18ms/step
>2, 668/693, d1=0.674, d2=0.692 g=0.802
2/2 [==============================] - 0s 18ms/step
>2, 669/693, d1=0.677, d2=0.663 g=0.789
2/2 [==============================] - 0s 17ms/step
>2, 670/693, d1=0.676, d2=0.672 g=0.765
2/2 [==============================] - 0s 19ms/step
>2, 671/693, d1=0.676, d2=0.708 g=0.774
2/2 [==============================] - 0s 19ms/step
>2, 672/693, d1=0.668, d2=0.700 g=0.779
2/2 [==============================] - 0s 21ms/step
>2, 673/693, d1=0.668, d2=0.655 g=0.796
2/2 [==============================] - 0s 18ms/step
>2, 674/693, d1=0.669, d2=0.659 g=0.777
2/2 [==============================] - 0s 18ms/step
>2, 675/693, d1=0.675, d2=0.675 g=0.831
2/2 [==============================] - 0s 17ms/step
>2, 676/693, d1=0.674, d2=0.651 g=0.808
2/2 [==============================] - 0s 18ms/step
>2, 677/693, d1=0.697, d2=0.671 g=0.799
2/2 [==============================] - 0s 20ms/step
>2, 678/693, d1=0.679, d2=0.667 g=0.765
2/2 [==============================] - 0s 17ms/step
>2, 679/693, d1=0.664, d2=0.688 g=0.793
2/2 [==============================] - 0s 20ms/step
>2, 680/693, d1=0.668, d2=0.713 g=0.765
2/2 [==============================] - 0s 18ms/step
>2, 681/693, d1=0.654, d2=0.694 g=0.753
2/2 [==============================] - 0s 20ms/step
>2, 682/693, d1=0.665, d2=0.699 g=0.799
2/2 [==============================] - 0s 19ms/step
>2, 683/693, d1=0.693, d2=0.689 g=0.806
2/2 [==============================] - 0s 18ms/step
>2, 684/693, d1=0.678, d2=0.677 g=0.811
2/2 [==============================] - 0s 21ms/step
>2, 685/693, d1=0.726, d2=0.673 g=0.775
2/2 [==============================] - 0s 17ms/step
>2, 686/693, d1=0.659, d2=0.696 g=0.742
2/2 [==============================] - 0s 20ms/step
>2, 687/693, d1=0.643, d2=0.699 g=0.765
2/2 [==============================] - 0s 22ms/step
>2, 688/693, d1=0.656, d2=0.684 g=0.754
2/2 [==============================] - 0s 16ms/step
>2, 689/693, d1=0.665, d2=0.692 g=0.766
2/2 [==============================] - 0s 20ms/step
>2, 690/693, d1=0.666, d2=0.690 g=0.747
2/2 [==============================] - 0s 17ms/step
>2, 691/693, d1=0.663, d2=0.732 g=0.762
2/2 [==============================] - 0s 19ms/step
>2, 692/693, d1=0.656, d2=0.699 g=0.775
2/2 [==============================] - 0s 20ms/step
>2, 693/693, d1=0.650, d2=0.680 g=0.785
2/2 [==============================] - 0s 20ms/step
>3, 1/693, d1=0.659, d2=0.650 g=0.842
2/2 [==============================] - 0s 19ms/step
>3, 2/693, d1=0.664, d2=0.632 g=0.838
2/2 [==============================] - 0s 18ms/step
>3, 3/693, d1=0.706, d2=0.671 g=0.784
2/2 [==============================] - 0s 17ms/step
>3, 4/693, d1=0.644, d2=0.687 g=0.759
2/2 [==============================] - 0s 17ms/step
>3, 5/693, d1=0.674, d2=0.698 g=0.755
2/2 [==============================] - 0s 19ms/step
>3, 6/693, d1=0.652, d2=0.682 g=0.773
2/2 [==============================] - 0s 16ms/step
>3, 7/693, d1=0.639, d2=0.705 g=0.756
2/2 [==============================] - 0s 22ms/step
>3, 8/693, d1=0.657, d2=0.786 g=0.736
2/2 [==============================] - 0s 20ms/step
>3, 9/693, d1=0.613, d2=0.747 g=0.766
2/2 [==============================] - 0s 18ms/step
>3, 10/693, d1=0.657, d2=0.672 g=0.830
2/2 [==============================] - 0s 17ms/step
>3, 11/693, d1=0.711, d2=0.633 g=0.878
2/2 [==============================] - 0s 19ms/step
>3, 12/693, d1=0.714, d2=0.652 g=0.826
2/2 [==============================] - 0s 20ms/step
>3, 13/693, d1=0.730, d2=0.666 g=0.781
2/2 [==============================] - 0s 18ms/step
>3, 14/693, d1=0.703, d2=0.668 g=0.752
2/2 [==============================] - 0s 20ms/step
>3, 15/693, d1=0.683, d2=0.685 g=0.768
2/2 [==============================] - 0s 21ms/step
>3, 16/693, d1=0.670, d2=0.695 g=0.753
2/2 [==============================] - 0s 18ms/step
>3, 17/693, d1=0.643, d2=0.699 g=0.778
2/2 [==============================] - 0s 19ms/step
>3, 18/693, d1=0.642, d2=0.721 g=0.722
2/2 [==============================] - 0s 21ms/step
>3, 19/693, d1=0.671, d2=0.754 g=0.744
2/2 [==============================] - 0s 17ms/step
>3, 20/693, d1=0.662, d2=0.694 g=0.807
2/2 [==============================] - 0s 46ms/step
>3, 21/693, d1=0.671, d2=0.662 g=0.850
2/2 [==============================] - 0s 21ms/step
>3, 22/693, d1=0.714, d2=0.636 g=0.849
2/2 [==============================] - 0s 20ms/step
>3, 23/693, d1=0.726, d2=0.644 g=0.827
2/2 [==============================] - 0s 18ms/step
>3, 24/693, d1=0.735, d2=0.649 g=0.798
2/2 [==============================] - 0s 18ms/step
>3, 25/693, d1=0.696, d2=0.677 g=0.768
2/2 [==============================] - 0s 21ms/step
>3, 26/693, d1=0.659, d2=0.676 g=0.773
2/2 [==============================] - 0s 16ms/step
>3, 27/693, d1=0.635, d2=0.666 g=0.796
2/2 [==============================] - 0s 19ms/step
>3, 28/693, d1=0.642, d2=0.697 g=0.753
2/2 [==============================] - 0s 18ms/step
>3, 29/693, d1=0.653, d2=0.711 g=0.740
2/2 [==============================] - 0s 20ms/step
>3, 30/693, d1=0.608, d2=0.731 g=0.735
2/2 [==============================] - 0s 18ms/step
>3, 31/693, d1=0.622, d2=0.740 g=0.746
2/2 [==============================] - 0s 18ms/step
>3, 32/693, d1=0.691, d2=0.712 g=0.786
2/2 [==============================] - 0s 18ms/step
>3, 33/693, d1=0.697, d2=0.634 g=0.827
2/2 [==============================] - 0s 20ms/step
>3, 34/693, d1=0.723, d2=0.640 g=0.870
2/2 [==============================] - 0s 20ms/step
>3, 35/693, d1=0.725, d2=0.648 g=0.799
2/2 [==============================] - 0s 21ms/step
>3, 36/693, d1=0.704, d2=0.658 g=0.806
2/2 [==============================] - 0s 21ms/step
>3, 37/693, d1=0.709, d2=0.670 g=0.757
2/2 [==============================] - 0s 19ms/step
>3, 38/693, d1=0.678, d2=0.688 g=0.757
2/2 [==============================] - 0s 20ms/step
>3, 39/693, d1=0.656, d2=0.699 g=0.775
2/2 [==============================] - 0s 21ms/step
>3, 40/693, d1=0.643, d2=0.676 g=0.784
2/2 [==============================] - 0s 15ms/step
>3, 41/693, d1=0.673, d2=0.696 g=0.755
2/2 [==============================] - 0s 20ms/step
>3, 42/693, d1=0.640, d2=0.735 g=0.736
2/2 [==============================] - 0s 20ms/step
>3, 43/693, d1=0.640, d2=0.751 g=0.757
2/2 [==============================] - 0s 20ms/step
>3, 44/693, d1=0.645, d2=0.728 g=0.776
2/2 [==============================] - 0s 21ms/step
>3, 45/693, d1=0.651, d2=0.662 g=0.823
2/2 [==============================] - 0s 19ms/step
>3, 46/693, d1=0.674, d2=0.658 g=0.864
2/2 [==============================] - 0s 20ms/step
>3, 47/693, d1=0.689, d2=0.634 g=0.840
2/2 [==============================] - 0s 20ms/step
>3, 48/693, d1=0.720, d2=0.666 g=0.782
2/2 [==============================] - 0s 17ms/step
>3, 49/693, d1=0.711, d2=0.691 g=0.759
2/2 [==============================] - 0s 20ms/step
>3, 50/693, d1=0.684, d2=0.711 g=0.771
2/2 [==============================] - 0s 19ms/step
>3, 51/693, d1=0.666, d2=0.692 g=0.756
2/2 [==============================] - 0s 16ms/step
>3, 52/693, d1=0.626, d2=0.711 g=0.736
2/2 [==============================] - 0s 19ms/step
>3, 53/693, d1=0.611, d2=0.702 g=0.726
2/2 [==============================] - 0s 18ms/step
>3, 54/693, d1=0.619, d2=0.746 g=0.706
2/2 [==============================] - 0s 18ms/step
>3, 55/693, d1=0.615, d2=0.723 g=0.743
2/2 [==============================] - 0s 17ms/step
>3, 56/693, d1=0.641, d2=0.746 g=0.760
2/2 [==============================] - 0s 22ms/step
>3, 57/693, d1=0.676, d2=0.685 g=0.785
2/2 [==============================] - 0s 18ms/step
>3, 58/693, d1=0.689, d2=0.685 g=0.825
2/2 [==============================] - 0s 20ms/step
>3, 59/693, d1=0.692, d2=0.668 g=0.819
2/2 [==============================] - 0s 17ms/step
>3, 60/693, d1=0.723, d2=0.674 g=0.801
2/2 [==============================] - 0s 20ms/step
>3, 61/693, d1=0.703, d2=0.664 g=0.762
2/2 [==============================] - 0s 18ms/step
>3, 62/693, d1=0.702, d2=0.670 g=0.787
2/2 [==============================] - 0s 18ms/step
>3, 63/693, d1=0.645, d2=0.681 g=0.766
2/2 [==============================] - 0s 20ms/step
>3, 64/693, d1=0.657, d2=0.693 g=0.755
2/2 [==============================] - 0s 22ms/step
>3, 65/693, d1=0.644, d2=0.699 g=0.749
2/2 [==============================] - 0s 19ms/step
>3, 66/693, d1=0.650, d2=0.725 g=0.742
2/2 [==============================] - 0s 17ms/step
>3, 67/693, d1=0.666, d2=0.721 g=0.755
2/2 [==============================] - 0s 18ms/step
>3, 68/693, d1=0.652, d2=0.696 g=0.798
2/2 [==============================] - 0s 18ms/step
>3, 69/693, d1=0.704, d2=0.659 g=0.818
2/2 [==============================] - 0s 18ms/step
>3, 70/693, d1=0.732, d2=0.681 g=0.789
2/2 [==============================] - 0s 18ms/step
>3, 71/693, d1=0.717, d2=0.711 g=0.767
2/2 [==============================] - 0s 20ms/step
>3, 72/693, d1=0.704, d2=0.661 g=0.755
2/2 [==============================] - 0s 18ms/step
>3, 73/693, d1=0.682, d2=0.685 g=0.763
2/2 [==============================] - 0s 18ms/step
>3, 74/693, d1=0.652, d2=0.673 g=0.757
2/2 [==============================] - 0s 16ms/step
>3, 75/693, d1=0.646, d2=0.697 g=0.760
2/2 [==============================] - 0s 20ms/step
>3, 76/693, d1=0.673, d2=0.712 g=0.765
2/2 [==============================] - 0s 19ms/step
>3, 77/693, d1=0.670, d2=0.693 g=0.775
2/2 [==============================] - 0s 20ms/step
>3, 78/693, d1=0.708, d2=0.681 g=0.795
2/2 [==============================] - 0s 19ms/step
>3, 79/693, d1=0.679, d2=0.659 g=0.795
2/2 [==============================] - 0s 18ms/step
>3, 80/693, d1=0.670, d2=0.658 g=0.815
2/2 [==============================] - 0s 18ms/step
>3, 81/693, d1=0.702, d2=0.653 g=0.828
2/2 [==============================] - 0s 19ms/step
>3, 82/693, d1=0.705, d2=0.642 g=0.793
2/2 [==============================] - 0s 18ms/step
>3, 83/693, d1=0.720, d2=0.689 g=0.778
2/2 [==============================] - 0s 17ms/step
>3, 84/693, d1=0.682, d2=0.674 g=0.773
2/2 [==============================] - 0s 19ms/step
>3, 85/693, d1=0.661, d2=0.672 g=0.782
2/2 [==============================] - 0s 18ms/step
>3, 86/693, d1=0.629, d2=0.677 g=0.769
2/2 [==============================] - 0s 18ms/step
>3, 87/693, d1=0.668, d2=0.741 g=0.744
2/2 [==============================] - 0s 19ms/step
>3, 88/693, d1=0.626, d2=0.744 g=0.721
2/2 [==============================] - 0s 17ms/step
>3, 89/693, d1=0.659, d2=0.755 g=0.758
2/2 [==============================] - 0s 19ms/step
>3, 90/693, d1=0.681, d2=0.701 g=0.784
2/2 [==============================] - 0s 16ms/step
>3, 91/693, d1=0.678, d2=0.659 g=0.836
2/2 [==============================] - 0s 21ms/step
>3, 92/693, d1=0.716, d2=0.649 g=0.832
2/2 [==============================] - 0s 20ms/step
>3, 93/693, d1=0.709, d2=0.646 g=0.816
2/2 [==============================] - 0s 19ms/step
>3, 94/693, d1=0.709, d2=0.641 g=0.804
2/2 [==============================] - 0s 17ms/step
>3, 95/693, d1=0.721, d2=0.665 g=0.784
2/2 [==============================] - 0s 19ms/step
>3, 96/693, d1=0.728, d2=0.682 g=0.754
2/2 [==============================] - 0s 19ms/step
>3, 97/693, d1=0.671, d2=0.660 g=0.773
2/2 [==============================] - 0s 18ms/step
>3, 98/693, d1=0.678, d2=0.690 g=0.771
2/2 [==============================] - 0s 21ms/step
>3, 99/693, d1=0.642, d2=0.684 g=0.781
2/2 [==============================] - 0s 19ms/step
>3, 100/693, d1=0.612, d2=0.733 g=0.740
2/2 [==============================] - 0s 19ms/step
>3, 101/693, d1=0.675, d2=0.735 g=0.724
2/2 [==============================] - 0s 18ms/step
>3, 102/693, d1=0.660, d2=0.727 g=0.701
2/2 [==============================] - 0s 19ms/step
>3, 103/693, d1=0.672, d2=0.708 g=0.787
2/2 [==============================] - 0s 18ms/step
>3, 104/693, d1=0.676, d2=0.668 g=0.858
2/2 [==============================] - 0s 18ms/step
>3, 105/693, d1=0.707, d2=0.622 g=0.859
2/2 [==============================] - 0s 22ms/step
>3, 106/693, d1=0.726, d2=0.647 g=0.809
2/2 [==============================] - 0s 17ms/step
>3, 107/693, d1=0.702, d2=0.687 g=0.785
2/2 [==============================] - 0s 20ms/step
>3, 108/693, d1=0.710, d2=0.714 g=0.728
2/2 [==============================] - 0s 17ms/step
>3, 109/693, d1=0.688, d2=0.706 g=0.732
2/2 [==============================] - 0s 19ms/step
>3, 110/693, d1=0.676, d2=0.685 g=0.745
2/2 [==============================] - 0s 22ms/step
>3, 111/693, d1=0.647, d2=0.713 g=0.768
2/2 [==============================] - 0s 17ms/step
>3, 112/693, d1=0.627, d2=0.698 g=0.752
2/2 [==============================] - 0s 19ms/step
>3, 113/693, d1=0.623, d2=0.770 g=0.720
2/2 [==============================] - 0s 18ms/step
>3, 114/693, d1=0.596, d2=0.775 g=0.672
2/2 [==============================] - 0s 17ms/step
>3, 115/693, d1=0.625, d2=0.802 g=0.703
2/2 [==============================] - 0s 19ms/step
>3, 116/693, d1=0.655, d2=0.774 g=0.777
2/2 [==============================] - 0s 20ms/step
>3, 117/693, d1=0.660, d2=0.655 g=0.860
2/2 [==============================] - 0s 19ms/step
>3, 118/693, d1=0.701, d2=0.604 g=0.914
2/2 [==============================] - 0s 22ms/step
>3, 119/693, d1=0.710, d2=0.632 g=0.838
2/2 [==============================] - 0s 21ms/step
>3, 120/693, d1=0.711, d2=0.686 g=0.750
2/2 [==============================] - 0s 21ms/step
>3, 121/693, d1=0.690, d2=0.743 g=0.733
2/2 [==============================] - 0s 18ms/step
>3, 122/693, d1=0.689, d2=0.713 g=0.720
2/2 [==============================] - 0s 21ms/step
>3, 123/693, d1=0.632, d2=0.682 g=0.759
2/2 [==============================] - 0s 22ms/step
>3, 124/693, d1=0.613, d2=0.686 g=0.759
2/2 [==============================] - 0s 20ms/step
>3, 125/693, d1=0.596, d2=0.696 g=0.760
2/2 [==============================] - 0s 22ms/step
>3, 126/693, d1=0.573, d2=0.738 g=0.750
2/2 [==============================] - 0s 21ms/step
>3, 127/693, d1=0.593, d2=0.778 g=0.695
2/2 [==============================] - 0s 19ms/step
>3, 128/693, d1=0.618, d2=0.804 g=0.695
2/2 [==============================] - 0s 20ms/step
>3, 129/693, d1=0.639, d2=0.753 g=0.730
2/2 [==============================] - 0s 16ms/step
>3, 130/693, d1=0.672, d2=0.710 g=0.826
2/2 [==============================] - 0s 20ms/step
>3, 131/693, d1=0.692, d2=0.604 g=0.902
2/2 [==============================] - 0s 17ms/step
>3, 132/693, d1=0.693, d2=0.589 g=0.927
2/2 [==============================] - 0s 18ms/step
>3, 133/693, d1=0.739, d2=0.641 g=0.853
2/2 [==============================] - 0s 20ms/step
>3, 134/693, d1=0.744, d2=0.690 g=0.797
2/2 [==============================] - 0s 19ms/step
>3, 135/693, d1=0.738, d2=0.692 g=0.740
2/2 [==============================] - 0s 20ms/step
>3, 136/693, d1=0.708, d2=0.687 g=0.740
2/2 [==============================] - 0s 22ms/step
>3, 137/693, d1=0.704, d2=0.684 g=0.782
2/2 [==============================] - 0s 18ms/step
>3, 138/693, d1=0.682, d2=0.679 g=0.805
2/2 [==============================] - 0s 16ms/step
>3, 139/693, d1=0.638, d2=0.667 g=0.800
2/2 [==============================] - 0s 19ms/step
>3, 140/693, d1=0.645, d2=0.737 g=0.749
2/2 [==============================] - 0s 20ms/step
>3, 141/693, d1=0.657, d2=0.737 g=0.742
2/2 [==============================] - 0s 22ms/step
>3, 142/693, d1=0.658, d2=0.742 g=0.728
2/2 [==============================] - 0s 18ms/step
>3, 143/693, d1=0.653, d2=0.688 g=0.778
2/2 [==============================] - 0s 18ms/step
>3, 144/693, d1=0.690, d2=0.664 g=0.816
2/2 [==============================] - 0s 19ms/step
>3, 145/693, d1=0.685, d2=0.642 g=0.846
2/2 [==============================] - 0s 17ms/step
>3, 146/693, d1=0.684, d2=0.625 g=0.861
2/2 [==============================] - 0s 17ms/step
>3, 147/693, d1=0.718, d2=0.635 g=0.816
2/2 [==============================] - 0s 20ms/step
>3, 148/693, d1=0.675, d2=0.641 g=0.794
2/2 [==============================] - 0s 21ms/step
>3, 149/693, d1=0.716, d2=0.684 g=0.745
2/2 [==============================] - 0s 20ms/step
>3, 150/693, d1=0.689, d2=0.664 g=0.741
2/2 [==============================] - 0s 18ms/step
>3, 151/693, d1=0.658, d2=0.658 g=0.755
2/2 [==============================] - 0s 17ms/step
>3, 152/693, d1=0.642, d2=0.683 g=0.763
2/2 [==============================] - 0s 17ms/step
>3, 153/693, d1=0.640, d2=0.709 g=0.772
2/2 [==============================] - 0s 20ms/step
>3, 154/693, d1=0.625, d2=0.715 g=0.742
2/2 [==============================] - 0s 20ms/step
>3, 155/693, d1=0.661, d2=0.733 g=0.758
2/2 [==============================] - 0s 20ms/step
>3, 156/693, d1=0.654, d2=0.689 g=0.773
2/2 [==============================] - 0s 19ms/step
>3, 157/693, d1=0.699, d2=0.671 g=0.790
2/2 [==============================] - 0s 18ms/step
>3, 158/693, d1=0.703, d2=0.656 g=0.794
2/2 [==============================] - 0s 18ms/step
>3, 159/693, d1=0.710, d2=0.670 g=0.836
2/2 [==============================] - 0s 19ms/step
>3, 160/693, d1=0.731, d2=0.629 g=0.845
2/2 [==============================] - 0s 19ms/step
>3, 161/693, d1=0.722, d2=0.613 g=0.839
2/2 [==============================] - 0s 18ms/step
>3, 162/693, d1=0.738, d2=0.648 g=0.795
2/2 [==============================] - 0s 20ms/step
>3, 163/693, d1=0.728, d2=0.688 g=0.773
2/2 [==============================] - 0s 23ms/step
>3, 164/693, d1=0.715, d2=0.669 g=0.753
2/2 [==============================] - 0s 20ms/step
>3, 165/693, d1=0.682, d2=0.669 g=0.764
2/2 [==============================] - 0s 21ms/step
>3, 166/693, d1=0.646, d2=0.686 g=0.776
2/2 [==============================] - 0s 17ms/step
>3, 167/693, d1=0.669, d2=0.680 g=0.752
2/2 [==============================] - 0s 19ms/step
>3, 168/693, d1=0.659, d2=0.699 g=0.736
2/2 [==============================] - 0s 18ms/step
>3, 169/693, d1=0.653, d2=0.718 g=0.734
2/2 [==============================] - 0s 20ms/step
>3, 170/693, d1=0.644, d2=0.720 g=0.745
2/2 [==============================] - 0s 21ms/step
>3, 171/693, d1=0.662, d2=0.723 g=0.756
2/2 [==============================] - 0s 18ms/step
>3, 172/693, d1=0.662, d2=0.691 g=0.768
2/2 [==============================] - 0s 17ms/step
>3, 173/693, d1=0.688, d2=0.679 g=0.799
2/2 [==============================] - 0s 18ms/step
>3, 174/693, d1=0.693, d2=0.655 g=0.823
2/2 [==============================] - 0s 17ms/step
>3, 175/693, d1=0.704, d2=0.632 g=0.824
2/2 [==============================] - 0s 18ms/step
>3, 176/693, d1=0.693, d2=0.675 g=0.815
2/2 [==============================] - 0s 19ms/step
>3, 177/693, d1=0.707, d2=0.651 g=0.786
2/2 [==============================] - 0s 20ms/step
>3, 178/693, d1=0.678, d2=0.713 g=0.764
2/2 [==============================] - 0s 17ms/step
>3, 179/693, d1=0.672, d2=0.688 g=0.752
2/2 [==============================] - 0s 17ms/step
>3, 180/693, d1=0.660, d2=0.671 g=0.765
2/2 [==============================] - 0s 17ms/step
>3, 181/693, d1=0.642, d2=0.687 g=0.772
2/2 [==============================] - 0s 17ms/step
>3, 182/693, d1=0.646, d2=0.687 g=0.768
2/2 [==============================] - 0s 18ms/step
>3, 183/693, d1=0.661, d2=0.722 g=0.762
2/2 [==============================] - 0s 20ms/step
>3, 184/693, d1=0.686, d2=0.726 g=0.746
2/2 [==============================] - 0s 18ms/step
>3, 185/693, d1=0.683, d2=0.709 g=0.759
2/2 [==============================] - 0s 18ms/step
>3, 186/693, d1=0.647, d2=0.711 g=0.787
2/2 [==============================] - 0s 16ms/step
>3, 187/693, d1=0.687, d2=0.650 g=0.800
2/2 [==============================] - 0s 21ms/step
>3, 188/693, d1=0.705, d2=0.665 g=0.805
2/2 [==============================] - 0s 17ms/step
>3, 189/693, d1=0.676, d2=0.650 g=0.792
2/2 [==============================] - 0s 20ms/step
>3, 190/693, d1=0.718, d2=0.668 g=0.765
2/2 [==============================] - 0s 21ms/step
>3, 191/693, d1=0.682, d2=0.688 g=0.770
2/2 [==============================] - 0s 19ms/step
>3, 192/693, d1=0.679, d2=0.671 g=0.771
2/2 [==============================] - 0s 18ms/step
>3, 193/693, d1=0.688, d2=0.707 g=0.765
2/2 [==============================] - 0s 17ms/step
>3, 194/693, d1=0.663, d2=0.699 g=0.777
2/2 [==============================] - 0s 21ms/step
>3, 195/693, d1=0.677, d2=0.686 g=0.753
2/2 [==============================] - 0s 17ms/step
>3, 196/693, d1=0.681, d2=0.695 g=0.747
2/2 [==============================] - 0s 19ms/step
>3, 197/693, d1=0.670, d2=0.717 g=0.751
2/2 [==============================] - 0s 21ms/step
>3, 198/693, d1=0.664, d2=0.724 g=0.763
2/2 [==============================] - 0s 20ms/step
>3, 199/693, d1=0.680, d2=0.692 g=0.775
2/2 [==============================] - 0s 16ms/step
>3, 200/693, d1=0.708, d2=0.695 g=0.802
2/2 [==============================] - 0s 17ms/step
>3, 201/693, d1=0.701, d2=0.684 g=0.788
2/2 [==============================] - 0s 18ms/step
>3, 202/693, d1=0.692, d2=0.642 g=0.784
2/2 [==============================] - 0s 22ms/step
>3, 203/693, d1=0.693, d2=0.677 g=0.773
2/2 [==============================] - 0s 20ms/step
>3, 204/693, d1=0.675, d2=0.696 g=0.755
2/2 [==============================] - 0s 21ms/step
>3, 205/693, d1=0.679, d2=0.691 g=0.742
2/2 [==============================] - 0s 20ms/step
>3, 206/693, d1=0.672, d2=0.678 g=0.737
2/2 [==============================] - 0s 21ms/step
>3, 207/693, d1=0.657, d2=0.701 g=0.758
2/2 [==============================] - 0s 19ms/step
>3, 208/693, d1=0.670, d2=0.706 g=0.755
2/2 [==============================] - 0s 19ms/step
>3, 209/693, d1=0.663, d2=0.733 g=0.737
2/2 [==============================] - 0s 21ms/step
>3, 210/693, d1=0.697, d2=0.696 g=0.731
2/2 [==============================] - 0s 20ms/step
>3, 211/693, d1=0.678, d2=0.694 g=0.751
2/2 [==============================] - 0s 21ms/step
>3, 212/693, d1=0.681, d2=0.683 g=0.755
2/2 [==============================] - 0s 20ms/step
>3, 213/693, d1=0.659, d2=0.688 g=0.774
2/2 [==============================] - 0s 19ms/step
>3, 214/693, d1=0.679, d2=0.674 g=0.800
2/2 [==============================] - 0s 19ms/step
>3, 215/693, d1=0.690, d2=0.667 g=0.790
2/2 [==============================] - 0s 19ms/step
>3, 216/693, d1=0.711, d2=0.668 g=0.775
2/2 [==============================] - 0s 16ms/step
>3, 217/693, d1=0.661, d2=0.670 g=0.751
2/2 [==============================] - 0s 17ms/step
>3, 218/693, d1=0.681, d2=0.676 g=0.751
2/2 [==============================] - 0s 19ms/step
>3, 219/693, d1=0.689, d2=0.703 g=0.742
2/2 [==============================] - 0s 21ms/step
>3, 220/693, d1=0.663, d2=0.708 g=0.744
2/2 [==============================] - 0s 22ms/step
>3, 221/693, d1=0.664, d2=0.709 g=0.741
2/2 [==============================] - 0s 17ms/step
>3, 222/693, d1=0.660, d2=0.680 g=0.741
2/2 [==============================] - 0s 17ms/step
>3, 223/693, d1=0.656, d2=0.735 g=0.723
2/2 [==============================] - 0s 20ms/step
>3, 224/693, d1=0.665, d2=0.717 g=0.724
2/2 [==============================] - 0s 18ms/step
>3, 225/693, d1=0.677, d2=0.719 g=0.751
2/2 [==============================] - 0s 17ms/step
>3, 226/693, d1=0.647, d2=0.685 g=0.761
2/2 [==============================] - 0s 16ms/step
>3, 227/693, d1=0.687, d2=0.685 g=0.774
2/2 [==============================] - 0s 19ms/step
>3, 228/693, d1=0.689, d2=0.671 g=0.797
2/2 [==============================] - 0s 17ms/step
>3, 229/693, d1=0.672, d2=0.661 g=0.790
2/2 [==============================] - 0s 19ms/step
>3, 230/693, d1=0.698, d2=0.656 g=0.775
2/2 [==============================] - 0s 16ms/step
>3, 231/693, d1=0.706, d2=0.673 g=0.756
2/2 [==============================] - 0s 19ms/step
>3, 232/693, d1=0.685, d2=0.707 g=0.750
2/2 [==============================] - 0s 18ms/step
>3, 233/693, d1=0.676, d2=0.668 g=0.753
2/2 [==============================] - 0s 20ms/step
>3, 234/693, d1=0.664, d2=0.705 g=0.755
2/2 [==============================] - 0s 18ms/step
>3, 235/693, d1=0.650, d2=0.686 g=0.765
2/2 [==============================] - 0s 18ms/step
>3, 236/693, d1=0.659, d2=0.719 g=0.746
2/2 [==============================] - 0s 18ms/step
>3, 237/693, d1=0.645, d2=0.725 g=0.741
2/2 [==============================] - 0s 17ms/step
>3, 238/693, d1=0.671, d2=0.724 g=0.743
2/2 [==============================] - 0s 18ms/step
>3, 239/693, d1=0.683, d2=0.714 g=0.773
2/2 [==============================] - 0s 23ms/step
>3, 240/693, d1=0.667, d2=0.665 g=0.795
2/2 [==============================] - 0s 19ms/step
>3, 241/693, d1=0.682, d2=0.632 g=0.832
2/2 [==============================] - 0s 18ms/step
>3, 242/693, d1=0.698, d2=0.654 g=0.797
2/2 [==============================] - 0s 17ms/step
>3, 243/693, d1=0.713, d2=0.663 g=0.757
2/2 [==============================] - 0s 18ms/step
>3, 244/693, d1=0.648, d2=0.690 g=0.741
2/2 [==============================] - 0s 18ms/step
>3, 245/693, d1=0.666, d2=0.702 g=0.764
2/2 [==============================] - 0s 30ms/step
>3, 246/693, d1=0.675, d2=0.701 g=0.753
2/2 [==============================] - 0s 16ms/step
>3, 247/693, d1=0.670, d2=0.700 g=0.783
2/2 [==============================] - 0s 18ms/step
>3, 248/693, d1=0.649, d2=0.707 g=0.772
2/2 [==============================] - 0s 22ms/step
>3, 249/693, d1=0.646, d2=0.713 g=0.744
2/2 [==============================] - 0s 16ms/step
>3, 250/693, d1=0.684, d2=0.717 g=0.744
2/2 [==============================] - 0s 18ms/step
>3, 251/693, d1=0.671, d2=0.717 g=0.765
2/2 [==============================] - 0s 20ms/step
>3, 252/693, d1=0.692, d2=0.683 g=0.771
2/2 [==============================] - 0s 18ms/step
>3, 253/693, d1=0.701, d2=0.705 g=0.779
2/2 [==============================] - 0s 19ms/step
>3, 254/693, d1=0.699, d2=0.657 g=0.807
2/2 [==============================] - 0s 18ms/step
>3, 255/693, d1=0.700, d2=0.640 g=0.812
2/2 [==============================] - 0s 19ms/step
>3, 256/693, d1=0.700, d2=0.663 g=0.804
2/2 [==============================] - 0s 19ms/step
>3, 257/693, d1=0.709, d2=0.646 g=0.777
2/2 [==============================] - 0s 17ms/step
>3, 258/693, d1=0.689, d2=0.689 g=0.740
2/2 [==============================] - 0s 20ms/step
>3, 259/693, d1=0.681, d2=0.666 g=0.755
2/2 [==============================] - 0s 20ms/step
>3, 260/693, d1=0.683, d2=0.677 g=0.747
2/2 [==============================] - 0s 22ms/step
>3, 261/693, d1=0.655, d2=0.704 g=0.753
2/2 [==============================] - 0s 21ms/step
>3, 262/693, d1=0.638, d2=0.687 g=0.754
2/2 [==============================] - 0s 18ms/step
>3, 263/693, d1=0.657, d2=0.719 g=0.731
2/2 [==============================] - 0s 17ms/step
>3, 264/693, d1=0.635, d2=0.712 g=0.747
2/2 [==============================] - 0s 19ms/step
>3, 265/693, d1=0.652, d2=0.707 g=0.766
2/2 [==============================] - 0s 18ms/step
>3, 266/693, d1=0.673, d2=0.719 g=0.763
2/2 [==============================] - 0s 20ms/step
>3, 267/693, d1=0.692, d2=0.665 g=0.796
2/2 [==============================] - 0s 21ms/step
>3, 268/693, d1=0.671, d2=0.657 g=0.792
2/2 [==============================] - 0s 18ms/step
>3, 269/693, d1=0.699, d2=0.634 g=0.803
2/2 [==============================] - 0s 18ms/step
>3, 270/693, d1=0.680, d2=0.651 g=0.796
2/2 [==============================] - 0s 17ms/step
>3, 271/693, d1=0.716, d2=0.694 g=0.760
2/2 [==============================] - 0s 19ms/step
>3, 272/693, d1=0.710, d2=0.693 g=0.738
2/2 [==============================] - 0s 17ms/step
>3, 273/693, d1=0.705, d2=0.705 g=0.764
2/2 [==============================] - 0s 20ms/step
>3, 274/693, d1=0.671, d2=0.691 g=0.766
2/2 [==============================] - 0s 22ms/step
>3, 275/693, d1=0.662, d2=0.671 g=0.747
2/2 [==============================] - 0s 21ms/step
>3, 276/693, d1=0.645, d2=0.708 g=0.745
2/2 [==============================] - 0s 17ms/step
>3, 277/693, d1=0.640, d2=0.734 g=0.758
2/2 [==============================] - 0s 18ms/step
>3, 278/693, d1=0.666, d2=0.710 g=0.738
2/2 [==============================] - 0s 18ms/step
>3, 279/693, d1=0.689, d2=0.687 g=0.773
2/2 [==============================] - 0s 16ms/step
>3, 280/693, d1=0.702, d2=0.668 g=0.805
2/2 [==============================] - 0s 18ms/step
>3, 281/693, d1=0.711, d2=0.660 g=0.808
2/2 [==============================] - 0s 21ms/step
>3, 282/693, d1=0.698, d2=0.671 g=0.809
2/2 [==============================] - 0s 19ms/step
>3, 283/693, d1=0.696, d2=0.686 g=0.764
2/2 [==============================] - 0s 18ms/step
>3, 284/693, d1=0.676, d2=0.697 g=0.753
2/2 [==============================] - 0s 23ms/step
>3, 285/693, d1=0.712, d2=0.708 g=0.749
2/2 [==============================] - 0s 21ms/step
>3, 286/693, d1=0.695, d2=0.701 g=0.751
2/2 [==============================] - 0s 22ms/step
>3, 287/693, d1=0.689, d2=0.709 g=0.758
2/2 [==============================] - 0s 21ms/step
>3, 288/693, d1=0.662, d2=0.699 g=0.752
2/2 [==============================] - 0s 20ms/step
>3, 289/693, d1=0.665, d2=0.730 g=0.723
2/2 [==============================] - 0s 21ms/step
>3, 290/693, d1=0.635, d2=0.698 g=0.736
2/2 [==============================] - 0s 18ms/step
>3, 291/693, d1=0.640, d2=0.737 g=0.748
2/2 [==============================] - 0s 21ms/step
>3, 292/693, d1=0.677, d2=0.686 g=0.773
2/2 [==============================] - 0s 19ms/step
>3, 293/693, d1=0.686, d2=0.681 g=0.770
2/2 [==============================] - 0s 21ms/step
>3, 294/693, d1=0.691, d2=0.675 g=0.795
2/2 [==============================] - 0s 20ms/step
>3, 295/693, d1=0.671, d2=0.665 g=0.807
2/2 [==============================] - 0s 22ms/step
>3, 296/693, d1=0.660, d2=0.645 g=0.793
2/2 [==============================] - 0s 20ms/step
>3, 297/693, d1=0.690, d2=0.692 g=0.769
2/2 [==============================] - 0s 20ms/step
>3, 298/693, d1=0.676, d2=0.701 g=0.759
2/2 [==============================] - 0s 20ms/step
>3, 299/693, d1=0.667, d2=0.708 g=0.745
2/2 [==============================] - 0s 18ms/step
>3, 300/693, d1=0.708, d2=0.691 g=0.739
2/2 [==============================] - 0s 18ms/step
>3, 301/693, d1=0.681, d2=0.689 g=0.763
2/2 [==============================] - 0s 18ms/step
>3, 302/693, d1=0.665, d2=0.687 g=0.757
2/2 [==============================] - 0s 21ms/step
>3, 303/693, d1=0.661, d2=0.698 g=0.745
2/2 [==============================] - 0s 18ms/step
>3, 304/693, d1=0.661, d2=0.719 g=0.749
2/2 [==============================] - 0s 17ms/step
>3, 305/693, d1=0.667, d2=0.722 g=0.749
2/2 [==============================] - 0s 19ms/step
>3, 306/693, d1=0.673, d2=0.701 g=0.762
2/2 [==============================] - 0s 18ms/step
>3, 307/693, d1=0.660, d2=0.679 g=0.779
2/2 [==============================] - 0s 17ms/step
>3, 308/693, d1=0.681, d2=0.647 g=0.806
2/2 [==============================] - 0s 16ms/step
>3, 309/693, d1=0.692, d2=0.647 g=0.808
2/2 [==============================] - 0s 19ms/step
>3, 310/693, d1=0.709, d2=0.669 g=0.771
2/2 [==============================] - 0s 20ms/step
>3, 311/693, d1=0.707, d2=0.716 g=0.754
2/2 [==============================] - 0s 18ms/step
>3, 312/693, d1=0.667, d2=0.707 g=0.745
2/2 [==============================] - 0s 18ms/step
>3, 313/693, d1=0.666, d2=0.665 g=0.738
2/2 [==============================] - 0s 17ms/step
>3, 314/693, d1=0.680, d2=0.696 g=0.741
2/2 [==============================] - 0s 20ms/step
>3, 315/693, d1=0.653, d2=0.690 g=0.756
2/2 [==============================] - 0s 18ms/step
>3, 316/693, d1=0.661, d2=0.714 g=0.716
2/2 [==============================] - 0s 17ms/step
>3, 317/693, d1=0.666, d2=0.726 g=0.743
2/2 [==============================] - 0s 19ms/step
>3, 318/693, d1=0.646, d2=0.728 g=0.740
2/2 [==============================] - 0s 18ms/step
>3, 319/693, d1=0.637, d2=0.688 g=0.756
2/2 [==============================] - 0s 18ms/step
>3, 320/693, d1=0.682, d2=0.682 g=0.778
2/2 [==============================] - 0s 17ms/step
>3, 321/693, d1=0.674, d2=0.693 g=0.799
2/2 [==============================] - 0s 18ms/step
>3, 322/693, d1=0.689, d2=0.670 g=0.790
2/2 [==============================] - 0s 18ms/step
>3, 323/693, d1=0.719, d2=0.668 g=0.788
2/2 [==============================] - 0s 21ms/step
>3, 324/693, d1=0.711, d2=0.679 g=0.789
2/2 [==============================] - 0s 21ms/step
>3, 325/693, d1=0.708, d2=0.681 g=0.777
2/2 [==============================] - 0s 19ms/step
>3, 326/693, d1=0.694, d2=0.692 g=0.755
2/2 [==============================] - 0s 19ms/step
>3, 327/693, d1=0.667, d2=0.696 g=0.753
2/2 [==============================] - 0s 18ms/step
>3, 328/693, d1=0.676, d2=0.690 g=0.749
2/2 [==============================] - 0s 17ms/step
>3, 329/693, d1=0.679, d2=0.700 g=0.759
2/2 [==============================] - 0s 18ms/step
>3, 330/693, d1=0.694, d2=0.698 g=0.763
2/2 [==============================] - 0s 19ms/step
>3, 331/693, d1=0.689, d2=0.691 g=0.774
2/2 [==============================] - 0s 19ms/step
>3, 332/693, d1=0.689, d2=0.675 g=0.777
2/2 [==============================] - 0s 21ms/step
>3, 333/693, d1=0.718, d2=0.674 g=0.771
2/2 [==============================] - 0s 17ms/step
>3, 334/693, d1=0.692, d2=0.670 g=0.766
2/2 [==============================] - 0s 20ms/step
>3, 335/693, d1=0.711, d2=0.679 g=0.770
2/2 [==============================] - 0s 19ms/step
>3, 336/693, d1=0.723, d2=0.671 g=0.761
2/2 [==============================] - 0s 18ms/step
>3, 337/693, d1=0.689, d2=0.670 g=0.745
2/2 [==============================] - 0s 17ms/step
>3, 338/693, d1=0.665, d2=0.684 g=0.752
2/2 [==============================] - 0s 20ms/step
>3, 339/693, d1=0.676, d2=0.693 g=0.738
2/2 [==============================] - 0s 21ms/step
>3, 340/693, d1=0.673, d2=0.690 g=0.754
2/2 [==============================] - 0s 18ms/step
>3, 341/693, d1=0.670, d2=0.707 g=0.753
2/2 [==============================] - 0s 19ms/step
>3, 342/693, d1=0.687, d2=0.696 g=0.752
2/2 [==============================] - 0s 18ms/step
>3, 343/693, d1=0.683, d2=0.675 g=0.752
2/2 [==============================] - 0s 18ms/step
>3, 344/693, d1=0.680, d2=0.700 g=0.768
2/2 [==============================] - 0s 19ms/step
>3, 345/693, d1=0.684, d2=0.684 g=0.784
2/2 [==============================] - 0s 17ms/step
>3, 346/693, d1=0.716, d2=0.663 g=0.779
2/2 [==============================] - 0s 20ms/step
>3, 347/693, d1=0.696, d2=0.647 g=0.773
2/2 [==============================] - 0s 19ms/step
>3, 348/693, d1=0.697, d2=0.667 g=0.767
2/2 [==============================] - 0s 18ms/step
>3, 349/693, d1=0.678, d2=0.685 g=0.773
2/2 [==============================] - 0s 19ms/step
>3, 350/693, d1=0.674, d2=0.689 g=0.736
2/2 [==============================] - 0s 19ms/step
>3, 351/693, d1=0.661, d2=0.708 g=0.734
2/2 [==============================] - 0s 21ms/step
>3, 352/693, d1=0.666, d2=0.686 g=0.753
2/2 [==============================] - 0s 19ms/step
>3, 353/693, d1=0.636, d2=0.717 g=0.733
2/2 [==============================] - 0s 20ms/step
>3, 354/693, d1=0.678, d2=0.680 g=0.737
2/2 [==============================] - 0s 19ms/step
>3, 355/693, d1=0.641, d2=0.707 g=0.737
2/2 [==============================] - 0s 19ms/step
>3, 356/693, d1=0.644, d2=0.713 g=0.726
2/2 [==============================] - 0s 18ms/step
>3, 357/693, d1=0.647, d2=0.737 g=0.724
2/2 [==============================] - 0s 18ms/step
>3, 358/693, d1=0.667, d2=0.762 g=0.756
2/2 [==============================] - 0s 21ms/step
>3, 359/693, d1=0.659, d2=0.694 g=0.775
2/2 [==============================] - 0s 17ms/step
>3, 360/693, d1=0.678, d2=0.674 g=0.781
2/2 [==============================] - 0s 19ms/step
>3, 361/693, d1=0.693, d2=0.660 g=0.786
2/2 [==============================] - 0s 21ms/step
>3, 362/693, d1=0.662, d2=0.658 g=0.779
2/2 [==============================] - 0s 18ms/step
>3, 363/693, d1=0.675, d2=0.678 g=0.776
2/2 [==============================] - 0s 18ms/step
>3, 364/693, d1=0.672, d2=0.657 g=0.758
2/2 [==============================] - 0s 18ms/step
>3, 365/693, d1=0.674, d2=0.700 g=0.741
2/2 [==============================] - 0s 19ms/step
>3, 366/693, d1=0.676, d2=0.703 g=0.740
2/2 [==============================] - 0s 18ms/step
>3, 367/693, d1=0.674, d2=0.724 g=0.748
2/2 [==============================] - 0s 20ms/step
>3, 368/693, d1=0.648, d2=0.710 g=0.727
2/2 [==============================] - 0s 20ms/step
>3, 369/693, d1=0.626, d2=0.704 g=0.754
2/2 [==============================] - 0s 16ms/step
>3, 370/693, d1=0.644, d2=0.704 g=0.734
2/2 [==============================] - 0s 19ms/step
>3, 371/693, d1=0.666, d2=0.718 g=0.724
2/2 [==============================] - 0s 21ms/step
>3, 372/693, d1=0.686, d2=0.738 g=0.762
2/2 [==============================] - 0s 20ms/step
>3, 373/693, d1=0.662, d2=0.684 g=0.772
2/2 [==============================] - 0s 21ms/step
>3, 374/693, d1=0.684, d2=0.690 g=0.771
2/2 [==============================] - 0s 21ms/step
>3, 375/693, d1=0.673, d2=0.681 g=0.790
2/2 [==============================] - 0s 19ms/step
>3, 376/693, d1=0.704, d2=0.664 g=0.787
2/2 [==============================] - 0s 21ms/step
>3, 377/693, d1=0.698, d2=0.652 g=0.784
2/2 [==============================] - 0s 20ms/step
>3, 378/693, d1=0.736, d2=0.664 g=0.765
2/2 [==============================] - 0s 20ms/step
>3, 379/693, d1=0.685, d2=0.679 g=0.739
2/2 [==============================] - 0s 19ms/step
>3, 380/693, d1=0.678, d2=0.673 g=0.768
2/2 [==============================] - 0s 21ms/step
>3, 381/693, d1=0.697, d2=0.701 g=0.743
2/2 [==============================] - 0s 19ms/step
>3, 382/693, d1=0.677, d2=0.705 g=0.749
2/2 [==============================] - 0s 19ms/step
>3, 383/693, d1=0.674, d2=0.722 g=0.749
2/2 [==============================] - 0s 22ms/step
>3, 384/693, d1=0.684, d2=0.686 g=0.744
2/2 [==============================] - 0s 19ms/step
>3, 385/693, d1=0.649, d2=0.701 g=0.731
2/2 [==============================] - 0s 20ms/step
>3, 386/693, d1=0.681, d2=0.704 g=0.754
2/2 [==============================] - 0s 17ms/step
>3, 387/693, d1=0.678, d2=0.683 g=0.763
2/2 [==============================] - 0s 19ms/step
>3, 388/693, d1=0.663, d2=0.668 g=0.771
2/2 [==============================] - 0s 18ms/step
>3, 389/693, d1=0.701, d2=0.668 g=0.779
2/2 [==============================] - 0s 20ms/step
>3, 390/693, d1=0.688, d2=0.687 g=0.757
2/2 [==============================] - 0s 21ms/step
>3, 391/693, d1=0.692, d2=0.697 g=0.747
2/2 [==============================] - 0s 16ms/step
>3, 392/693, d1=0.678, d2=0.693 g=0.765
2/2 [==============================] - 0s 20ms/step
>3, 393/693, d1=0.676, d2=0.661 g=0.766
2/2 [==============================] - 0s 19ms/step
>3, 394/693, d1=0.665, d2=0.675 g=0.752
2/2 [==============================] - 0s 19ms/step
>3, 395/693, d1=0.652, d2=0.702 g=0.748
2/2 [==============================] - 0s 17ms/step
>3, 396/693, d1=0.638, d2=0.719 g=0.737
2/2 [==============================] - 0s 20ms/step
>3, 397/693, d1=0.656, d2=0.748 g=0.731
2/2 [==============================] - 0s 20ms/step
>3, 398/693, d1=0.688, d2=0.704 g=0.759
2/2 [==============================] - 0s 18ms/step
>3, 399/693, d1=0.684, d2=0.687 g=0.816
2/2 [==============================] - 0s 17ms/step
>3, 400/693, d1=0.724, d2=0.664 g=0.788
2/2 [==============================] - 0s 18ms/step
>3, 401/693, d1=0.685, d2=0.647 g=0.793
2/2 [==============================] - 0s 21ms/step
>3, 402/693, d1=0.693, d2=0.671 g=0.779
2/2 [==============================] - 0s 16ms/step
>3, 403/693, d1=0.707, d2=0.670 g=0.768
2/2 [==============================] - 0s 20ms/step
>3, 404/693, d1=0.703, d2=0.674 g=0.772
2/2 [==============================] - 0s 17ms/step
>3, 405/693, d1=0.675, d2=0.700 g=0.767
2/2 [==============================] - 0s 17ms/step
>3, 406/693, d1=0.658, d2=0.650 g=0.767
2/2 [==============================] - 0s 18ms/step
>3, 407/693, d1=0.694, d2=0.663 g=0.770
2/2 [==============================] - 0s 18ms/step
>3, 408/693, d1=0.694, d2=0.715 g=0.747
2/2 [==============================] - 0s 18ms/step
>3, 409/693, d1=0.649, d2=0.736 g=0.716
2/2 [==============================] - 0s 20ms/step
>3, 410/693, d1=0.691, d2=0.708 g=0.728
2/2 [==============================] - 0s 23ms/step
>3, 411/693, d1=0.668, d2=0.707 g=0.752
2/2 [==============================] - 0s 17ms/step
>3, 412/693, d1=0.698, d2=0.680 g=0.774
2/2 [==============================] - 0s 16ms/step
>3, 413/693, d1=0.697, d2=0.667 g=0.784
2/2 [==============================] - 0s 18ms/step
>3, 414/693, d1=0.693, d2=0.648 g=0.783
2/2 [==============================] - 0s 19ms/step
>3, 415/693, d1=0.692, d2=0.660 g=0.770
2/2 [==============================] - 0s 19ms/step
>3, 416/693, d1=0.680, d2=0.704 g=0.744
2/2 [==============================] - 0s 18ms/step
>3, 417/693, d1=0.696, d2=0.702 g=0.728
2/2 [==============================] - 0s 21ms/step
>3, 418/693, d1=0.672, d2=0.706 g=0.725
2/2 [==============================] - 0s 19ms/step
>3, 419/693, d1=0.661, d2=0.717 g=0.754
2/2 [==============================] - 0s 18ms/step
>3, 420/693, d1=0.676, d2=0.681 g=0.734
2/2 [==============================] - 0s 20ms/step
>3, 421/693, d1=0.652, d2=0.703 g=0.758
2/2 [==============================] - 0s 17ms/step
>3, 422/693, d1=0.653, d2=0.708 g=0.747
2/2 [==============================] - 0s 17ms/step
>3, 423/693, d1=0.672, d2=0.728 g=0.716
2/2 [==============================] - 0s 18ms/step
>3, 424/693, d1=0.669, d2=0.735 g=0.745
2/2 [==============================] - 0s 21ms/step
>3, 425/693, d1=0.633, d2=0.718 g=0.733
2/2 [==============================] - 0s 16ms/step
>3, 426/693, d1=0.687, d2=0.717 g=0.769
2/2 [==============================] - 0s 20ms/step
>3, 427/693, d1=0.682, d2=0.673 g=0.806
2/2 [==============================] - 0s 18ms/step
>3, 428/693, d1=0.709, d2=0.654 g=0.830
2/2 [==============================] - 0s 19ms/step
>3, 429/693, d1=0.713, d2=0.645 g=0.852
2/2 [==============================] - 0s 20ms/step
>3, 430/693, d1=0.695, d2=0.659 g=0.796
2/2 [==============================] - 0s 20ms/step
>3, 431/693, d1=0.688, d2=0.705 g=0.782
2/2 [==============================] - 0s 21ms/step
>3, 432/693, d1=0.729, d2=0.700 g=0.771
2/2 [==============================] - 0s 19ms/step
>3, 433/693, d1=0.696, d2=0.643 g=0.803
2/2 [==============================] - 0s 18ms/step
>3, 434/693, d1=0.709, d2=0.640 g=0.795
2/2 [==============================] - 0s 18ms/step
>3, 435/693, d1=0.681, d2=0.679 g=0.755
2/2 [==============================] - 0s 19ms/step
>3, 436/693, d1=0.661, d2=0.684 g=0.759
2/2 [==============================] - 0s 20ms/step
>3, 437/693, d1=0.667, d2=0.675 g=0.744
2/2 [==============================] - 0s 21ms/step
>3, 438/693, d1=0.669, d2=0.680 g=0.747
2/2 [==============================] - 0s 22ms/step
>3, 439/693, d1=0.675, d2=0.683 g=0.740
2/2 [==============================] - 0s 19ms/step
>3, 440/693, d1=0.698, d2=0.690 g=0.773
2/2 [==============================] - 0s 20ms/step
>3, 441/693, d1=0.691, d2=0.658 g=0.782
2/2 [==============================] - 0s 19ms/step
>3, 442/693, d1=0.685, d2=0.666 g=0.814
2/2 [==============================] - 0s 17ms/step
>3, 443/693, d1=0.707, d2=0.626 g=0.805
2/2 [==============================] - 0s 18ms/step
>3, 444/693, d1=0.700, d2=0.662 g=0.785
2/2 [==============================] - 0s 20ms/step
>3, 445/693, d1=0.698, d2=0.665 g=0.757
2/2 [==============================] - 0s 20ms/step
>3, 446/693, d1=0.699, d2=0.710 g=0.714
2/2 [==============================] - 0s 19ms/step
>3, 447/693, d1=0.676, d2=0.687 g=0.742
2/2 [==============================] - 0s 18ms/step
>3, 448/693, d1=0.666, d2=0.693 g=0.745
2/2 [==============================] - 0s 22ms/step
>3, 449/693, d1=0.649, d2=0.697 g=0.756
2/2 [==============================] - 0s 18ms/step
>3, 450/693, d1=0.640, d2=0.694 g=0.754
2/2 [==============================] - 0s 17ms/step
>3, 451/693, d1=0.637, d2=0.723 g=0.735
2/2 [==============================] - 0s 19ms/step
>3, 452/693, d1=0.643, d2=0.716 g=0.728
2/2 [==============================] - 0s 20ms/step
>3, 453/693, d1=0.639, d2=0.762 g=0.716
2/2 [==============================] - 0s 17ms/step
>3, 454/693, d1=0.653, d2=0.723 g=0.735
2/2 [==============================] - 0s 18ms/step
>3, 455/693, d1=0.694, d2=0.693 g=0.753
2/2 [==============================] - 0s 20ms/step
>3, 456/693, d1=0.676, d2=0.665 g=0.758
2/2 [==============================] - 0s 19ms/step
>3, 457/693, d1=0.673, d2=0.687 g=0.757
2/2 [==============================] - 0s 19ms/step
>3, 458/693, d1=0.683, d2=0.711 g=0.749
2/2 [==============================] - 0s 19ms/step
>3, 459/693, d1=0.661, d2=0.687 g=0.740
2/2 [==============================] - 0s 20ms/step
>3, 460/693, d1=0.664, d2=0.697 g=0.726
2/2 [==============================] - 0s 18ms/step
>3, 461/693, d1=0.677, d2=0.691 g=0.760
2/2 [==============================] - 0s 21ms/step
>3, 462/693, d1=0.677, d2=0.682 g=0.782
2/2 [==============================] - 0s 20ms/step
>3, 463/693, d1=0.662, d2=0.702 g=0.784
2/2 [==============================] - 0s 19ms/step
>3, 464/693, d1=0.654, d2=0.701 g=0.774
2/2 [==============================] - 0s 20ms/step
>3, 465/693, d1=0.693, d2=0.671 g=0.754
2/2 [==============================] - 0s 21ms/step
>3, 466/693, d1=0.668, d2=0.658 g=0.762
2/2 [==============================] - 0s 19ms/step
>3, 467/693, d1=0.669, d2=0.678 g=0.742
2/2 [==============================] - 0s 19ms/step
>3, 468/693, d1=0.695, d2=0.696 g=0.769
2/2 [==============================] - 0s 20ms/step
>3, 469/693, d1=0.699, d2=0.703 g=0.781
2/2 [==============================] - 0s 16ms/step
>3, 470/693, d1=0.681, d2=0.683 g=0.770
2/2 [==============================] - 0s 19ms/step
>3, 471/693, d1=0.701, d2=0.669 g=0.777
2/2 [==============================] - 0s 18ms/step
>3, 472/693, d1=0.704, d2=0.649 g=0.782
2/2 [==============================] - 0s 18ms/step
>3, 473/693, d1=0.713, d2=0.663 g=0.767
2/2 [==============================] - 0s 20ms/step
>3, 474/693, d1=0.703, d2=0.674 g=0.763
2/2 [==============================] - 0s 20ms/step
>3, 475/693, d1=0.704, d2=0.685 g=0.754
2/2 [==============================] - 0s 19ms/step
>3, 476/693, d1=0.680, d2=0.662 g=0.752
2/2 [==============================] - 0s 19ms/step
>3, 477/693, d1=0.691, d2=0.674 g=0.753
2/2 [==============================] - 0s 19ms/step
>3, 478/693, d1=0.681, d2=0.704 g=0.740
2/2 [==============================] - 0s 18ms/step
>3, 479/693, d1=0.671, d2=0.680 g=0.746
2/2 [==============================] - 0s 19ms/step
>3, 480/693, d1=0.670, d2=0.707 g=0.744
2/2 [==============================] - 0s 21ms/step
>3, 481/693, d1=0.673, d2=0.705 g=0.737
2/2 [==============================] - 0s 19ms/step
>3, 482/693, d1=0.672, d2=0.700 g=0.758
2/2 [==============================] - 0s 18ms/step
>3, 483/693, d1=0.670, d2=0.682 g=0.750
2/2 [==============================] - 0s 19ms/step
>3, 484/693, d1=0.686, d2=0.685 g=0.751
2/2 [==============================] - 0s 16ms/step
>3, 485/693, d1=0.700, d2=0.678 g=0.754
2/2 [==============================] - 0s 17ms/step
>3, 486/693, d1=0.681, d2=0.699 g=0.756
2/2 [==============================] - 0s 19ms/step
>3, 487/693, d1=0.657, d2=0.682 g=0.741
2/2 [==============================] - 0s 18ms/step
>3, 488/693, d1=0.683, d2=0.692 g=0.743
2/2 [==============================] - 0s 18ms/step
>3, 489/693, d1=0.664, d2=0.679 g=0.744
2/2 [==============================] - 0s 20ms/step
>3, 490/693, d1=0.667, d2=0.699 g=0.730
2/2 [==============================] - 0s 17ms/step
>3, 491/693, d1=0.640, d2=0.708 g=0.736
2/2 [==============================] - 0s 18ms/step
>3, 492/693, d1=0.694, d2=0.705 g=0.756
2/2 [==============================] - 0s 18ms/step
>3, 493/693, d1=0.668, d2=0.704 g=0.732
2/2 [==============================] - 0s 16ms/step
>3, 494/693, d1=0.659, d2=0.689 g=0.733
2/2 [==============================] - 0s 21ms/step
>3, 495/693, d1=0.660, d2=0.709 g=0.758
2/2 [==============================] - 0s 17ms/step
>3, 496/693, d1=0.685, d2=0.692 g=0.762
2/2 [==============================] - 0s 18ms/step
>3, 497/693, d1=0.665, d2=0.688 g=0.765
2/2 [==============================] - 0s 21ms/step
>3, 498/693, d1=0.689, d2=0.669 g=0.797
2/2 [==============================] - 0s 18ms/step
>3, 499/693, d1=0.668, d2=0.677 g=0.776
2/2 [==============================] - 0s 20ms/step
>3, 500/693, d1=0.695, d2=0.686 g=0.738
2/2 [==============================] - 0s 19ms/step
>3, 501/693, d1=0.684, d2=0.738 g=0.713
2/2 [==============================] - 0s 17ms/step
>3, 502/693, d1=0.657, d2=0.722 g=0.739
2/2 [==============================] - 0s 19ms/step
>3, 503/693, d1=0.635, d2=0.706 g=0.771
2/2 [==============================] - 0s 18ms/step
>3, 504/693, d1=0.638, d2=0.664 g=0.754
2/2 [==============================] - 0s 17ms/step
>3, 505/693, d1=0.622, d2=0.716 g=0.749
2/2 [==============================] - 0s 17ms/step
>3, 506/693, d1=0.651, d2=0.728 g=0.721
2/2 [==============================] - 0s 17ms/step
>3, 507/693, d1=0.649, d2=0.736 g=0.717
2/2 [==============================] - 0s 18ms/step
>3, 508/693, d1=0.640, d2=0.730 g=0.734
2/2 [==============================] - 0s 20ms/step
>3, 509/693, d1=0.665, d2=0.678 g=0.783
2/2 [==============================] - 0s 20ms/step
>3, 510/693, d1=0.659, d2=0.663 g=0.828
2/2 [==============================] - 0s 17ms/step
>3, 511/693, d1=0.696, d2=0.608 g=0.846
2/2 [==============================] - 0s 20ms/step
>3, 512/693, d1=0.681, d2=0.637 g=0.787
2/2 [==============================] - 0s 20ms/step
>3, 513/693, d1=0.656, d2=0.693 g=0.732
2/2 [==============================] - 0s 20ms/step
>3, 514/693, d1=0.671, d2=0.731 g=0.717
2/2 [==============================] - 0s 22ms/step
>3, 515/693, d1=0.659, d2=0.726 g=0.730
2/2 [==============================] - 0s 21ms/step
>3, 516/693, d1=0.645, d2=0.683 g=0.762
2/2 [==============================] - 0s 19ms/step
>3, 517/693, d1=0.674, d2=0.689 g=0.771
2/2 [==============================] - 0s 20ms/step
>3, 518/693, d1=0.635, d2=0.700 g=0.794
2/2 [==============================] - 0s 20ms/step
>3, 519/693, d1=0.670, d2=0.673 g=0.749
2/2 [==============================] - 0s 19ms/step
>3, 520/693, d1=0.658, d2=0.733 g=0.732
2/2 [==============================] - 0s 19ms/step
>3, 521/693, d1=0.667, d2=0.696 g=0.736
2/2 [==============================] - 0s 19ms/step
>3, 522/693, d1=0.663, d2=0.733 g=0.762
2/2 [==============================] - 0s 20ms/step
>3, 523/693, d1=0.669, d2=0.675 g=0.781
2/2 [==============================] - 0s 20ms/step
>3, 524/693, d1=0.697, d2=0.650 g=0.794
2/2 [==============================] - 0s 21ms/step
>3, 525/693, d1=0.695, d2=0.636 g=0.786
2/2 [==============================] - 0s 19ms/step
>3, 526/693, d1=0.659, d2=0.681 g=0.781
2/2 [==============================] - 0s 20ms/step
>3, 527/693, d1=0.696, d2=0.679 g=0.770
2/2 [==============================] - 0s 18ms/step
>3, 528/693, d1=0.697, d2=0.675 g=0.763
2/2 [==============================] - 0s 19ms/step
>3, 529/693, d1=0.693, d2=0.679 g=0.754
2/2 [==============================] - 0s 18ms/step
>3, 530/693, d1=0.681, d2=0.675 g=0.769
2/2 [==============================] - 0s 22ms/step
>3, 531/693, d1=0.680, d2=0.679 g=0.761
2/2 [==============================] - 0s 19ms/step
>3, 532/693, d1=0.639, d2=0.709 g=0.772
2/2 [==============================] - 0s 18ms/step
>3, 533/693, d1=0.661, d2=0.701 g=0.761
2/2 [==============================] - 0s 19ms/step
>3, 534/693, d1=0.670, d2=0.692 g=0.740
2/2 [==============================] - 0s 17ms/step
>3, 535/693, d1=0.684, d2=0.691 g=0.757
2/2 [==============================] - 0s 18ms/step
>3, 536/693, d1=0.703, d2=0.699 g=0.745
2/2 [==============================] - 0s 20ms/step
>3, 537/693, d1=0.670, d2=0.687 g=0.781
2/2 [==============================] - 0s 16ms/step
>3, 538/693, d1=0.682, d2=0.663 g=0.788
2/2 [==============================] - 0s 21ms/step
>3, 539/693, d1=0.657, d2=0.670 g=0.791
2/2 [==============================] - 0s 19ms/step
>3, 540/693, d1=0.715, d2=0.659 g=0.754
2/2 [==============================] - 0s 19ms/step
>3, 541/693, d1=0.687, d2=0.675 g=0.747
2/2 [==============================] - 0s 17ms/step
>3, 542/693, d1=0.674, d2=0.688 g=0.745
2/2 [==============================] - 0s 19ms/step
>3, 543/693, d1=0.690, d2=0.686 g=0.770
2/2 [==============================] - 0s 20ms/step
>3, 544/693, d1=0.688, d2=0.680 g=0.758
2/2 [==============================] - 0s 17ms/step
>3, 545/693, d1=0.674, d2=0.702 g=0.758
2/2 [==============================] - 0s 19ms/step
>3, 546/693, d1=0.670, d2=0.692 g=0.755
2/2 [==============================] - 0s 20ms/step
>3, 547/693, d1=0.657, d2=0.698 g=0.752
2/2 [==============================] - 0s 20ms/step
>3, 548/693, d1=0.647, d2=0.693 g=0.752
2/2 [==============================] - 0s 19ms/step
>3, 549/693, d1=0.685, d2=0.685 g=0.766
2/2 [==============================] - 0s 20ms/step
>3, 550/693, d1=0.697, d2=0.680 g=0.781
2/2 [==============================] - 0s 21ms/step
>3, 551/693, d1=0.694, d2=0.662 g=0.782
2/2 [==============================] - 0s 21ms/step
>3, 552/693, d1=0.709, d2=0.645 g=0.824
2/2 [==============================] - 0s 20ms/step
>3, 553/693, d1=0.690, d2=0.634 g=0.793
2/2 [==============================] - 0s 20ms/step
>3, 554/693, d1=0.684, d2=0.662 g=0.758
2/2 [==============================] - 0s 21ms/step
>3, 555/693, d1=0.670, d2=0.692 g=0.745
2/2 [==============================] - 0s 19ms/step
>3, 556/693, d1=0.689, d2=0.705 g=0.755
2/2 [==============================] - 0s 20ms/step
>3, 557/693, d1=0.704, d2=0.674 g=0.752
2/2 [==============================] - 0s 17ms/step
>3, 558/693, d1=0.667, d2=0.701 g=0.759
2/2 [==============================] - 0s 18ms/step
>3, 559/693, d1=0.659, d2=0.695 g=0.764
2/2 [==============================] - 0s 21ms/step
>3, 560/693, d1=0.664, d2=0.706 g=0.750
2/2 [==============================] - 0s 18ms/step
>3, 561/693, d1=0.653, d2=0.728 g=0.728
2/2 [==============================] - 0s 16ms/step
>3, 562/693, d1=0.688, d2=0.724 g=0.721
2/2 [==============================] - 0s 17ms/step
>3, 563/693, d1=0.646, d2=0.715 g=0.728
2/2 [==============================] - 0s 18ms/step
>3, 564/693, d1=0.656, d2=0.686 g=0.771
2/2 [==============================] - 0s 18ms/step
>3, 565/693, d1=0.680, d2=0.664 g=0.793
2/2 [==============================] - 0s 19ms/step
>3, 566/693, d1=0.659, d2=0.647 g=0.842
2/2 [==============================] - 0s 20ms/step
>3, 567/693, d1=0.681, d2=0.672 g=0.813
2/2 [==============================] - 0s 21ms/step
>3, 568/693, d1=0.680, d2=0.725 g=0.770
2/2 [==============================] - 0s 19ms/step
>3, 569/693, d1=0.675, d2=0.693 g=0.719
2/2 [==============================] - 0s 17ms/step
>3, 570/693, d1=0.676, d2=0.698 g=0.733
2/2 [==============================] - 0s 19ms/step
>3, 571/693, d1=0.685, d2=0.710 g=0.745
2/2 [==============================] - 0s 19ms/step
>3, 572/693, d1=0.647, d2=0.685 g=0.778
2/2 [==============================] - 0s 19ms/step
>3, 573/693, d1=0.643, d2=0.694 g=0.791
2/2 [==============================] - 0s 21ms/step
>3, 574/693, d1=0.626, d2=0.704 g=0.750
2/2 [==============================] - 0s 18ms/step
>3, 575/693, d1=0.652, d2=0.731 g=0.727
2/2 [==============================] - 0s 18ms/step
>3, 576/693, d1=0.627, d2=0.755 g=0.715
2/2 [==============================] - 0s 16ms/step
>3, 577/693, d1=0.658, d2=0.725 g=0.754
2/2 [==============================] - 0s 17ms/step
>3, 578/693, d1=0.671, d2=0.687 g=0.793
2/2 [==============================] - 0s 21ms/step
>3, 579/693, d1=0.667, d2=0.651 g=0.825
2/2 [==============================] - 0s 17ms/step
>3, 580/693, d1=0.700, d2=0.637 g=0.823
2/2 [==============================] - 0s 22ms/step
>3, 581/693, d1=0.674, d2=0.648 g=0.795
2/2 [==============================] - 0s 16ms/step
>3, 582/693, d1=0.675, d2=0.713 g=0.720
2/2 [==============================] - 0s 17ms/step
>3, 583/693, d1=0.688, d2=0.751 g=0.735
2/2 [==============================] - 0s 19ms/step
>3, 584/693, d1=0.674, d2=0.704 g=0.756
2/2 [==============================] - 0s 16ms/step
>3, 585/693, d1=0.676, d2=0.676 g=0.758
2/2 [==============================] - 0s 19ms/step
>3, 586/693, d1=0.641, d2=0.726 g=0.771
2/2 [==============================] - 0s 18ms/step
>3, 587/693, d1=0.646, d2=0.696 g=0.774
2/2 [==============================] - 0s 21ms/step
>3, 588/693, d1=0.671, d2=0.733 g=0.754
2/2 [==============================] - 0s 16ms/step
>3, 589/693, d1=0.695, d2=0.691 g=0.762
2/2 [==============================] - 0s 17ms/step
>3, 590/693, d1=0.684, d2=0.677 g=0.761
2/2 [==============================] - 0s 18ms/step
>3, 591/693, d1=0.698, d2=0.673 g=0.782
2/2 [==============================] - 0s 19ms/step
>3, 592/693, d1=0.688, d2=0.661 g=0.817
2/2 [==============================] - 0s 16ms/step
>3, 593/693, d1=0.714, d2=0.650 g=0.836
2/2 [==============================] - 0s 17ms/step
>3, 594/693, d1=0.706, d2=0.643 g=0.809
2/2 [==============================] - 0s 20ms/step
>3, 595/693, d1=0.695, d2=0.658 g=0.791
2/2 [==============================] - 0s 19ms/step
>3, 596/693, d1=0.696, d2=0.675 g=0.760
2/2 [==============================] - 0s 17ms/step
>3, 597/693, d1=0.707, d2=0.665 g=0.758
2/2 [==============================] - 0s 18ms/step
>3, 598/693, d1=0.675, d2=0.685 g=0.769
2/2 [==============================] - 0s 18ms/step
>3, 599/693, d1=0.652, d2=0.683 g=0.765
2/2 [==============================] - 0s 18ms/step
>3, 600/693, d1=0.653, d2=0.673 g=0.778
2/2 [==============================] - 0s 17ms/step
>3, 601/693, d1=0.659, d2=0.700 g=0.748
2/2 [==============================] - 0s 18ms/step
>3, 602/693, d1=0.646, d2=0.690 g=0.753
2/2 [==============================] - 0s 16ms/step
>3, 603/693, d1=0.683, d2=0.696 g=0.743
2/2 [==============================] - 0s 18ms/step
>3, 604/693, d1=0.692, d2=0.707 g=0.768
2/2 [==============================] - 0s 20ms/step
>3, 605/693, d1=0.682, d2=0.653 g=0.799
2/2 [==============================] - 0s 17ms/step
>3, 606/693, d1=0.684, d2=0.648 g=0.853
2/2 [==============================] - 0s 19ms/step
>3, 607/693, d1=0.713, d2=0.613 g=0.854
2/2 [==============================] - 0s 47ms/step
>3, 608/693, d1=0.707, d2=0.634 g=0.833
2/2 [==============================] - 0s 18ms/step
>3, 609/693, d1=0.709, d2=0.667 g=0.798
2/2 [==============================] - 0s 16ms/step
>3, 610/693, d1=0.716, d2=0.675 g=0.754
2/2 [==============================] - 0s 17ms/step
>3, 611/693, d1=0.686, d2=0.697 g=0.748
2/2 [==============================] - 0s 17ms/step
>3, 612/693, d1=0.699, d2=0.678 g=0.754
2/2 [==============================] - 0s 18ms/step
>3, 613/693, d1=0.672, d2=0.707 g=0.759
2/2 [==============================] - 0s 17ms/step
>3, 614/693, d1=0.661, d2=0.705 g=0.746
2/2 [==============================] - 0s 17ms/step
>3, 615/693, d1=0.649, d2=0.699 g=0.740
2/2 [==============================] - 0s 17ms/step
>3, 616/693, d1=0.641, d2=0.716 g=0.722
2/2 [==============================] - 0s 16ms/step
>3, 617/693, d1=0.656, d2=0.699 g=0.742
2/2 [==============================] - 0s 16ms/step
>3, 618/693, d1=0.681, d2=0.726 g=0.726
2/2 [==============================] - 0s 16ms/step
>3, 619/693, d1=0.672, d2=0.710 g=0.753
2/2 [==============================] - 0s 17ms/step
>3, 620/693, d1=0.679, d2=0.697 g=0.783
2/2 [==============================] - 0s 17ms/step
>3, 621/693, d1=0.698, d2=0.680 g=0.778
2/2 [==============================] - 0s 16ms/step
>3, 622/693, d1=0.693, d2=0.681 g=0.788
2/2 [==============================] - 0s 19ms/step
>3, 623/693, d1=0.679, d2=0.663 g=0.778
2/2 [==============================] - 0s 16ms/step
>3, 624/693, d1=0.694, d2=0.678 g=0.779
2/2 [==============================] - 0s 20ms/step
>3, 625/693, d1=0.684, d2=0.682 g=0.744
2/2 [==============================] - 0s 16ms/step
>3, 626/693, d1=0.676, d2=0.689 g=0.734
2/2 [==============================] - 0s 18ms/step
>3, 627/693, d1=0.657, d2=0.713 g=0.774
2/2 [==============================] - 0s 18ms/step
>3, 628/693, d1=0.665, d2=0.688 g=0.785
2/2 [==============================] - 0s 20ms/step
>3, 629/693, d1=0.665, d2=0.688 g=0.775
2/2 [==============================] - 0s 16ms/step
>3, 630/693, d1=0.665, d2=0.683 g=0.784
2/2 [==============================] - 0s 17ms/step
>3, 631/693, d1=0.698, d2=0.661 g=0.770
2/2 [==============================] - 0s 17ms/step
>3, 632/693, d1=0.701, d2=0.668 g=0.762
2/2 [==============================] - 0s 19ms/step
>3, 633/693, d1=0.700, d2=0.691 g=0.768
2/2 [==============================] - 0s 19ms/step
>3, 634/693, d1=0.668, d2=0.689 g=0.764
2/2 [==============================] - 0s 19ms/step
>3, 635/693, d1=0.690, d2=0.674 g=0.775
2/2 [==============================] - 0s 19ms/step
>3, 636/693, d1=0.690, d2=0.674 g=0.749
2/2 [==============================] - 0s 19ms/step
>3, 637/693, d1=0.653, d2=0.707 g=0.757
2/2 [==============================] - 0s 19ms/step
>3, 638/693, d1=0.661, d2=0.685 g=0.769
2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 20ms/step
>3, 640/693, d1=0.666, d2=0.671 g=0.748
2/2 [==============================] - 0s 20ms/step
>3, 641/693, d1=0.665, d2=0.682 g=0.739
2/2 [==============================] - 0s 19ms/step
>3, 642/693, d1=0.651, d2=0.689 g=0.735
2/2 [==============================] - 0s 20ms/step
>3, 643/693, d1=0.664, d2=0.688 g=0.725
2/2 [==============================] - 0s 20ms/step
>3, 644/693, d1=0.656, d2=0.712 g=0.738
2/2 [==============================] - 0s 20ms/step
>3, 645/693, d1=0.662, d2=0.722 g=0.753
2/2 [==============================] - 0s 19ms/step
>3, 646/693, d1=0.682, d2=0.710 g=0.752
2/2 [==============================] - 0s 19ms/step
>3, 647/693, d1=0.682, d2=0.675 g=0.768
2/2 [==============================] - 0s 18ms/step
>3, 648/693, d1=0.676, d2=0.685 g=0.785
2/2 [==============================] - 0s 19ms/step
>3, 649/693, d1=0.679, d2=0.659 g=0.773
2/2 [==============================] - 0s 19ms/step
>3, 650/693, d1=0.688, d2=0.687 g=0.767
2/2 [==============================] - 0s 19ms/step
>3, 651/693, d1=0.658, d2=0.673 g=0.764
2/2 [==============================] - 0s 18ms/step
>3, 652/693, d1=0.654, d2=0.672 g=0.764
2/2 [==============================] - 0s 20ms/step
>3, 653/693, d1=0.681, d2=0.694 g=0.740
2/2 [==============================] - 0s 19ms/step
>3, 654/693, d1=0.643, d2=0.689 g=0.750
2/2 [==============================] - 0s 20ms/step
>3, 655/693, d1=0.642, d2=0.701 g=0.742
2/2 [==============================] - 0s 20ms/step
>3, 656/693, d1=0.641, d2=0.691 g=0.757
2/2 [==============================] - 0s 19ms/step
>3, 657/693, d1=0.652, d2=0.699 g=0.741
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 22ms/step
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2/2 [==============================] - 0s 20ms/step
>3, 660/693, d1=0.654, d2=0.699 g=0.755
2/2 [==============================] - 0s 19ms/step
>3, 661/693, d1=0.668, d2=0.711 g=0.769
2/2 [==============================] - 0s 21ms/step
>3, 662/693, d1=0.670, d2=0.656 g=0.780
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
>3, 664/693, d1=0.682, d2=0.655 g=0.769
2/2 [==============================] - 0s 21ms/step
>3, 665/693, d1=0.689, d2=0.681 g=0.756
2/2 [==============================] - 0s 21ms/step
>3, 666/693, d1=0.689, d2=0.650 g=0.766
2/2 [==============================] - 0s 19ms/step
>3, 667/693, d1=0.711, d2=0.692 g=0.749
2/2 [==============================] - 0s 19ms/step
>3, 668/693, d1=0.649, d2=0.697 g=0.748
2/2 [==============================] - 0s 19ms/step
>3, 669/693, d1=0.668, d2=0.702 g=0.743
2/2 [==============================] - 0s 19ms/step
>3, 670/693, d1=0.660, d2=0.686 g=0.750
2/2 [==============================] - 0s 18ms/step
>3, 671/693, d1=0.679, d2=0.682 g=0.760
2/2 [==============================] - 0s 19ms/step
>3, 672/693, d1=0.686, d2=0.687 g=0.752
2/2 [==============================] - 0s 19ms/step
>3, 673/693, d1=0.665, d2=0.739 g=0.756
2/2 [==============================] - 0s 20ms/step
>3, 674/693, d1=0.682, d2=0.686 g=0.768
2/2 [==============================] - 0s 18ms/step
>3, 675/693, d1=0.672, d2=0.691 g=0.770
2/2 [==============================] - 0s 20ms/step
>3, 676/693, d1=0.648, d2=0.693 g=0.774
2/2 [==============================] - 0s 17ms/step
>3, 677/693, d1=0.669, d2=0.652 g=0.778
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
>3, 679/693, d1=0.667, d2=0.676 g=0.760
2/2 [==============================] - 0s 18ms/step
>3, 680/693, d1=0.665, d2=0.676 g=0.750
2/2 [==============================] - 0s 18ms/step
>3, 681/693, d1=0.661, d2=0.701 g=0.756
2/2 [==============================] - 0s 19ms/step
>3, 682/693, d1=0.648, d2=0.689 g=0.754
2/2 [==============================] - 0s 20ms/step
>3, 683/693, d1=0.668, d2=0.692 g=0.760
2/2 [==============================] - 0s 19ms/step
>3, 684/693, d1=0.654, d2=0.716 g=0.761
2/2 [==============================] - 0s 20ms/step
>3, 685/693, d1=0.662, d2=0.710 g=0.740
2/2 [==============================] - 0s 19ms/step
>3, 686/693, d1=0.675, d2=0.700 g=0.750
2/2 [==============================] - 0s 20ms/step
>3, 687/693, d1=0.664, d2=0.705 g=0.762
2/2 [==============================] - 0s 18ms/step
>3, 688/693, d1=0.668, d2=0.680 g=0.771
2/2 [==============================] - 0s 18ms/step
>3, 689/693, d1=0.691, d2=0.682 g=0.791
2/2 [==============================] - 0s 19ms/step
>3, 690/693, d1=0.676, d2=0.650 g=0.772
2/2 [==============================] - 0s 19ms/step
>3, 691/693, d1=0.666, d2=0.682 g=0.781
2/2 [==============================] - 0s 19ms/step
>3, 692/693, d1=0.685, d2=0.680 g=0.741
2/2 [==============================] - 0s 19ms/step
>3, 693/693, d1=0.650, d2=0.687 g=0.737
2/2 [==============================] - 0s 20ms/step
>4, 1/693, d1=0.655, d2=0.706 g=0.753
2/2 [==============================] - 0s 19ms/step
>4, 2/693, d1=0.655, d2=0.715 g=0.751
2/2 [==============================] - 0s 19ms/step
>4, 3/693, d1=0.651, d2=0.695 g=0.771
2/2 [==============================] - 0s 20ms/step
>4, 4/693, d1=0.659, d2=0.691 g=0.750
2/2 [==============================] - 0s 20ms/step
>4, 5/693, d1=0.658, d2=0.726 g=0.748
2/2 [==============================] - 0s 20ms/step
>4, 6/693, d1=0.658, d2=0.715 g=0.738
2/2 [==============================] - 0s 20ms/step
>4, 7/693, d1=0.662, d2=0.715 g=0.774
2/2 [==============================] - 0s 19ms/step
>4, 8/693, d1=0.652, d2=0.648 g=0.797
2/2 [==============================] - 0s 21ms/step
>4, 9/693, d1=0.689, d2=0.645 g=0.807
2/2 [==============================] - 0s 20ms/step
>4, 10/693, d1=0.654, d2=0.645 g=0.803
2/2 [==============================] - 0s 20ms/step
>4, 11/693, d1=0.676, d2=0.705 g=0.776
2/2 [==============================] - 0s 20ms/step
>4, 12/693, d1=0.677, d2=0.700 g=0.760
2/2 [==============================] - 0s 20ms/step
>4, 13/693, d1=0.661, d2=0.718 g=0.776
2/2 [==============================] - 0s 20ms/step
>4, 14/693, d1=0.679, d2=0.682 g=0.799
2/2 [==============================] - 0s 19ms/step
>4, 15/693, d1=0.674, d2=0.676 g=0.803
2/2 [==============================] - 0s 19ms/step
>4, 16/693, d1=0.684, d2=0.661 g=0.787
2/2 [==============================] - 0s 18ms/step
>4, 17/693, d1=0.701, d2=0.675 g=0.784
2/2 [==============================] - 0s 20ms/step
>4, 18/693, d1=0.662, d2=0.684 g=0.761
2/2 [==============================] - 0s 20ms/step
>4, 19/693, d1=0.684, d2=0.692 g=0.779
2/2 [==============================] - 0s 21ms/step
>4, 20/693, d1=0.697, d2=0.668 g=0.787
2/2 [==============================] - 0s 21ms/step
>4, 21/693, d1=0.689, d2=0.658 g=0.797
2/2 [==============================] - 0s 20ms/step
>4, 22/693, d1=0.703, d2=0.647 g=0.789
2/2 [==============================] - 0s 18ms/step
>4, 23/693, d1=0.669, d2=0.650 g=0.777
2/2 [==============================] - 0s 20ms/step
>4, 24/693, d1=0.673, d2=0.679 g=0.779
2/2 [==============================] - 0s 20ms/step
>4, 25/693, d1=0.659, d2=0.681 g=0.772
2/2 [==============================] - 0s 22ms/step
>4, 26/693, d1=0.702, d2=0.692 g=0.768
2/2 [==============================] - 0s 19ms/step
>4, 27/693, d1=0.661, d2=0.704 g=0.755
2/2 [==============================] - 0s 18ms/step
>4, 28/693, d1=0.675, d2=0.678 g=0.777
2/2 [==============================] - 0s 19ms/step
>4, 29/693, d1=0.670, d2=0.704 g=0.742
2/2 [==============================] - 0s 19ms/step
>4, 30/693, d1=0.661, d2=0.666 g=0.753
2/2 [==============================] - 0s 18ms/step
>4, 31/693, d1=0.664, d2=0.707 g=0.753
2/2 [==============================] - 0s 20ms/step
>4, 32/693, d1=0.671, d2=0.692 g=0.747
2/2 [==============================] - 0s 21ms/step
>4, 33/693, d1=0.653, d2=0.675 g=0.757
2/2 [==============================] - 0s 20ms/step
>4, 34/693, d1=0.659, d2=0.691 g=0.757
2/2 [==============================] - 0s 20ms/step
>4, 35/693, d1=0.651, d2=0.690 g=0.791
2/2 [==============================] - 0s 21ms/step
>4, 36/693, d1=0.653, d2=0.702 g=0.782
2/2 [==============================] - 0s 21ms/step
>4, 37/693, d1=0.645, d2=0.684 g=0.746
2/2 [==============================] - 0s 20ms/step
>4, 38/693, d1=0.651, d2=0.727 g=0.762
2/2 [==============================] - 0s 20ms/step
>4, 39/693, d1=0.676, d2=0.688 g=0.778
2/2 [==============================] - 0s 19ms/step
>4, 40/693, d1=0.684, d2=0.686 g=0.778
2/2 [==============================] - 0s 17ms/step
>4, 41/693, d1=0.688, d2=0.655 g=0.795
2/2 [==============================] - 0s 21ms/step
>4, 42/693, d1=0.701, d2=0.690 g=0.746
2/2 [==============================] - 0s 18ms/step
>4, 43/693, d1=0.659, d2=0.677 g=0.765
2/2 [==============================] - 0s 19ms/step
>4, 44/693, d1=0.663, d2=0.699 g=0.725
2/2 [==============================] - 0s 19ms/step
>4, 45/693, d1=0.655, d2=0.725 g=0.732
2/2 [==============================] - 0s 18ms/step
>4, 46/693, d1=0.663, d2=0.712 g=0.750
2/2 [==============================] - 0s 17ms/step
>4, 47/693, d1=0.654, d2=0.655 g=0.793
2/2 [==============================] - 0s 17ms/step
>4, 48/693, d1=0.676, d2=0.689 g=0.802
2/2 [==============================] - 0s 20ms/step
>4, 49/693, d1=0.700, d2=0.649 g=0.798
2/2 [==============================] - 0s 18ms/step
>4, 50/693, d1=0.661, d2=0.638 g=0.780
2/2 [==============================] - 0s 18ms/step
>4, 51/693, d1=0.657, d2=0.684 g=0.750
2/2 [==============================] - 0s 18ms/step
>4, 52/693, d1=0.661, d2=0.724 g=0.721
2/2 [==============================] - 0s 18ms/step
>4, 53/693, d1=0.657, d2=0.719 g=0.760
2/2 [==============================] - 0s 20ms/step
>4, 54/693, d1=0.664, d2=0.708 g=0.783
2/2 [==============================] - 0s 19ms/step
>4, 55/693, d1=0.691, d2=0.674 g=0.812
2/2 [==============================] - 0s 17ms/step
>4, 56/693, d1=0.678, d2=0.673 g=0.790
2/2 [==============================] - 0s 19ms/step
>4, 57/693, d1=0.662, d2=0.702 g=0.767
2/2 [==============================] - 0s 18ms/step
>4, 58/693, d1=0.688, d2=0.698 g=0.768
2/2 [==============================] - 0s 19ms/step
>4, 59/693, d1=0.649, d2=0.688 g=0.757
2/2 [==============================] - 0s 20ms/step
>4, 60/693, d1=0.684, d2=0.670 g=0.765
2/2 [==============================] - 0s 18ms/step
>4, 61/693, d1=0.677, d2=0.658 g=0.813
2/2 [==============================] - 0s 18ms/step
>4, 62/693, d1=0.701, d2=0.647 g=0.819
2/2 [==============================] - 0s 17ms/step
>4, 63/693, d1=0.656, d2=0.618 g=0.819
2/2 [==============================] - 0s 17ms/step
>4, 64/693, d1=0.665, d2=0.683 g=0.775
2/2 [==============================] - 0s 18ms/step
>4, 65/693, d1=0.688, d2=0.691 g=0.720
2/2 [==============================] - 0s 19ms/step
>4, 66/693, d1=0.673, d2=0.732 g=0.727
2/2 [==============================] - 0s 20ms/step
>4, 67/693, d1=0.620, d2=0.697 g=0.757
2/2 [==============================] - 0s 18ms/step
>4, 68/693, d1=0.640, d2=0.678 g=0.771
2/2 [==============================] - 0s 18ms/step
>4, 69/693, d1=0.628, d2=0.687 g=0.770
2/2 [==============================] - 0s 19ms/step
>4, 70/693, d1=0.622, d2=0.692 g=0.759
2/2 [==============================] - 0s 18ms/step
>4, 71/693, d1=0.648, d2=0.697 g=0.743
2/2 [==============================] - 0s 17ms/step
>4, 72/693, d1=0.643, d2=0.736 g=0.726
2/2 [==============================] - 0s 18ms/step
>4, 73/693, d1=0.645, d2=0.721 g=0.755
2/2 [==============================] - 0s 20ms/step
>4, 74/693, d1=0.659, d2=0.711 g=0.801
2/2 [==============================] - 0s 17ms/step
>4, 75/693, d1=0.682, d2=0.658 g=0.826
2/2 [==============================] - 0s 17ms/step
>4, 76/693, d1=0.693, d2=0.646 g=0.843
2/2 [==============================] - 0s 18ms/step
>4, 77/693, d1=0.673, d2=0.652 g=0.809
2/2 [==============================] - 0s 17ms/step
>4, 78/693, d1=0.658, d2=0.689 g=0.759
2/2 [==============================] - 0s 18ms/step
>4, 79/693, d1=0.682, d2=0.754 g=0.732
2/2 [==============================] - 0s 17ms/step
>4, 80/693, d1=0.691, d2=0.709 g=0.750
2/2 [==============================] - 0s 19ms/step
>4, 81/693, d1=0.668, d2=0.695 g=0.787
2/2 [==============================] - 0s 18ms/step
>4, 82/693, d1=0.655, d2=0.686 g=0.801
2/2 [==============================] - 0s 18ms/step
>4, 83/693, d1=0.633, d2=0.667 g=0.793
2/2 [==============================] - 0s 19ms/step
>4, 84/693, d1=0.667, d2=0.718 g=0.754
2/2 [==============================] - 0s 18ms/step
>4, 85/693, d1=0.646, d2=0.744 g=0.738
2/2 [==============================] - 0s 18ms/step
>4, 86/693, d1=0.654, d2=0.739 g=0.738
2/2 [==============================] - 0s 17ms/step
>4, 87/693, d1=0.664, d2=0.682 g=0.772
2/2 [==============================] - 0s 18ms/step
>4, 88/693, d1=0.684, d2=0.661 g=0.790
2/2 [==============================] - 0s 18ms/step
>4, 89/693, d1=0.681, d2=0.645 g=0.841
2/2 [==============================] - 0s 19ms/step
>4, 90/693, d1=0.686, d2=0.631 g=0.854
2/2 [==============================] - 0s 18ms/step
>4, 91/693, d1=0.665, d2=0.622 g=0.833
2/2 [==============================] - 0s 20ms/step
>4, 92/693, d1=0.676, d2=0.719 g=0.781
2/2 [==============================] - 0s 18ms/step
>4, 93/693, d1=0.671, d2=0.745 g=0.750
2/2 [==============================] - 0s 17ms/step
>4, 94/693, d1=0.707, d2=0.687 g=0.782
2/2 [==============================] - 0s 18ms/step
>4, 95/693, d1=0.669, d2=0.666 g=0.836
2/2 [==============================] - 0s 19ms/step
>4, 96/693, d1=0.659, d2=0.645 g=0.829
2/2 [==============================] - 0s 18ms/step
>4, 97/693, d1=0.690, d2=0.646 g=0.797
2/2 [==============================] - 0s 19ms/step
>4, 98/693, d1=0.701, d2=0.678 g=0.753
2/2 [==============================] - 0s 19ms/step
>4, 99/693, d1=0.654, d2=0.714 g=0.773
2/2 [==============================] - 0s 18ms/step
>4, 100/693, d1=0.686, d2=0.674 g=0.801
2/2 [==============================] - 0s 18ms/step
>4, 101/693, d1=0.671, d2=0.685 g=0.811
2/2 [==============================] - 0s 18ms/step
>4, 102/693, d1=0.685, d2=0.651 g=0.798
2/2 [==============================] - 0s 19ms/step
>4, 103/693, d1=0.677, d2=0.634 g=0.813
2/2 [==============================] - 0s 19ms/step
>4, 104/693, d1=0.687, d2=0.657 g=0.787
2/2 [==============================] - 0s 20ms/step
>4, 105/693, d1=0.689, d2=0.704 g=0.773
2/2 [==============================] - 0s 18ms/step
>4, 106/693, d1=0.706, d2=0.672 g=0.791
2/2 [==============================] - 0s 18ms/step
>4, 107/693, d1=0.685, d2=0.650 g=0.780
2/2 [==============================] - 0s 19ms/step
>4, 108/693, d1=0.674, d2=0.650 g=0.801
2/2 [==============================] - 0s 20ms/step
>4, 109/693, d1=0.650, d2=0.691 g=0.770
2/2 [==============================] - 0s 18ms/step
>4, 110/693, d1=0.659, d2=0.712 g=0.750
2/2 [==============================] - 0s 19ms/step
>4, 111/693, d1=0.694, d2=0.720 g=0.772
2/2 [==============================] - 0s 18ms/step
>4, 112/693, d1=0.675, d2=0.687 g=0.742
2/2 [==============================] - 0s 17ms/step
>4, 113/693, d1=0.683, d2=0.669 g=0.783
2/2 [==============================] - 0s 18ms/step
>4, 114/693, d1=0.684, d2=0.665 g=0.796
2/2 [==============================] - 0s 18ms/step
>4, 115/693, d1=0.673, d2=0.662 g=0.803
2/2 [==============================] - 0s 17ms/step
>4, 116/693, d1=0.722, d2=0.645 g=0.801
2/2 [==============================] - 0s 18ms/step
>4, 117/693, d1=0.665, d2=0.644 g=0.798
2/2 [==============================] - 0s 18ms/step
>4, 118/693, d1=0.706, d2=0.663 g=0.756
2/2 [==============================] - 0s 16ms/step
>4, 119/693, d1=0.679, d2=0.690 g=0.756
2/2 [==============================] - 0s 18ms/step
>4, 120/693, d1=0.688, d2=0.694 g=0.728
2/2 [==============================] - 0s 18ms/step
>4, 121/693, d1=0.655, d2=0.701 g=0.742
2/2 [==============================] - 0s 19ms/step
>4, 122/693, d1=0.665, d2=0.695 g=0.739
2/2 [==============================] - 0s 21ms/step
>4, 123/693, d1=0.647, d2=0.707 g=0.738
2/2 [==============================] - 0s 21ms/step
>4, 124/693, d1=0.607, d2=0.744 g=0.738
2/2 [==============================] - 0s 18ms/step
>4, 125/693, d1=0.633, d2=0.710 g=0.743
2/2 [==============================] - 0s 18ms/step
>4, 126/693, d1=0.668, d2=0.707 g=0.762
2/2 [==============================] - 0s 18ms/step
>4, 127/693, d1=0.673, d2=0.678 g=0.790
2/2 [==============================] - 0s 18ms/step
>4, 128/693, d1=0.699, d2=0.686 g=0.767
2/2 [==============================] - 0s 18ms/step
>4, 129/693, d1=0.668, d2=0.683 g=0.766
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
>4, 144/693, d1=0.682, d2=0.677 g=0.781
2/2 [==============================] - 0s 18ms/step
>4, 145/693, d1=0.684, d2=0.671 g=0.787
2/2 [==============================] - 0s 19ms/step
>4, 146/693, d1=0.668, d2=0.665 g=0.772
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 22ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 21ms/step
>4, 177/693, d1=0.660, d2=0.685 g=0.803
2/2 [==============================] - 0s 20ms/step
>4, 178/693, d1=0.662, d2=0.645 g=0.808
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
>4, 180/693, d1=0.684, d2=0.651 g=0.781
2/2 [==============================] - 0s 20ms/step
>4, 181/693, d1=0.703, d2=0.702 g=0.790
2/2 [==============================] - 0s 21ms/step
>4, 182/693, d1=0.690, d2=0.666 g=0.794
2/2 [==============================] - 0s 17ms/step
>4, 183/693, d1=0.666, d2=0.651 g=0.805
2/2 [==============================] - 0s 17ms/step
>4, 184/693, d1=0.659, d2=0.682 g=0.782
2/2 [==============================] - 0s 18ms/step
>4, 185/693, d1=0.665, d2=0.675 g=0.767
2/2 [==============================] - 0s 19ms/step
>4, 186/693, d1=0.640, d2=0.728 g=0.745
2/2 [==============================] - 0s 18ms/step
>4, 187/693, d1=0.670, d2=0.700 g=0.767
2/2 [==============================] - 0s 18ms/step
>4, 188/693, d1=0.676, d2=0.672 g=0.766
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
>4, 191/693, d1=0.674, d2=0.703 g=0.767
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
>4, 193/693, d1=0.662, d2=0.661 g=0.774
2/2 [==============================] - 0s 17ms/step
>4, 194/693, d1=0.702, d2=0.658 g=0.797
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
>4, 198/693, d1=0.655, d2=0.742 g=0.754
2/2 [==============================] - 0s 18ms/step
>4, 199/693, d1=0.650, d2=0.688 g=0.762
2/2 [==============================] - 0s 21ms/step
>4, 200/693, d1=0.665, d2=0.661 g=0.804
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
>4, 206/693, d1=0.674, d2=0.670 g=0.807
2/2 [==============================] - 0s 19ms/step
>4, 207/693, d1=0.680, d2=0.689 g=0.784
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
>4, 216/693, d1=0.665, d2=0.682 g=0.791
2/2 [==============================] - 0s 18ms/step
>4, 217/693, d1=0.673, d2=0.671 g=0.757
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
>4, 226/693, d1=0.685, d2=0.687 g=0.796
2/2 [==============================] - 0s 18ms/step
>4, 227/693, d1=0.672, d2=0.658 g=0.810
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
>4, 234/693, d1=0.665, d2=0.701 g=0.777
2/2 [==============================] - 0s 18ms/step
>4, 235/693, d1=0.668, d2=0.697 g=0.772
2/2 [==============================] - 0s 17ms/step
>4, 236/693, d1=0.658, d2=0.676 g=0.771
2/2 [==============================] - 0s 18ms/step
>4, 237/693, d1=0.674, d2=0.673 g=0.770
2/2 [==============================] - 0s 18ms/step
>4, 238/693, d1=0.671, d2=0.673 g=0.785
2/2 [==============================] - 0s 19ms/step
>4, 239/693, d1=0.688, d2=0.698 g=0.785
2/2 [==============================] - 0s 19ms/step
>4, 240/693, d1=0.651, d2=0.688 g=0.797
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
>4, 243/693, d1=0.680, d2=0.680 g=0.781
2/2 [==============================] - 0s 17ms/step
>4, 244/693, d1=0.672, d2=0.674 g=0.779
2/2 [==============================] - 0s 18ms/step
>4, 245/693, d1=0.659, d2=0.656 g=0.798
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
>4, 247/693, d1=0.679, d2=0.683 g=0.782
2/2 [==============================] - 0s 17ms/step
>4, 248/693, d1=0.684, d2=0.684 g=0.794
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 22ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
>4, 252/693, d1=0.689, d2=0.666 g=0.797
2/2 [==============================] - 0s 18ms/step
>4, 253/693, d1=0.667, d2=0.680 g=0.792
2/2 [==============================] - 0s 19ms/step
>4, 254/693, d1=0.655, d2=0.681 g=0.767
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
>4, 256/693, d1=0.680, d2=0.665 g=0.792
2/2 [==============================] - 0s 17ms/step
>4, 257/693, d1=0.684, d2=0.681 g=0.811
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 17ms/step
>4, 261/693, d1=0.678, d2=0.675 g=0.773
2/2 [==============================] - 0s 18ms/step
>4, 262/693, d1=0.654, d2=0.690 g=0.755
2/2 [==============================] - 0s 17ms/step
>4, 263/693, d1=0.650, d2=0.685 g=0.782
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 22ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
>4, 272/693, d1=0.628, d2=0.718 g=0.751
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
>4, 275/693, d1=0.645, d2=0.718 g=0.797
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
>4, 277/693, d1=0.682, d2=0.681 g=0.793
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 22ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
>4, 285/693, d1=0.663, d2=0.692 g=0.807
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
>4, 288/693, d1=0.648, d2=0.697 g=0.779
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 22ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
>4, 293/693, d1=0.653, d2=0.656 g=0.790
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 22ms/step
>4, 296/693, d1=0.659, d2=0.690 g=0.796
2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 20ms/step
>4, 298/693, d1=0.688, d2=0.656 g=0.805
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
>4, 300/693, d1=0.661, d2=0.686 g=0.794
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 21ms/step
>4, 302/693, d1=0.685, d2=0.657 g=0.789
2/2 [==============================] - 0s 22ms/step
>4, 303/693, d1=0.647, d2=0.677 g=0.817
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
>4, 305/693, d1=0.680, d2=0.681 g=0.778
2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 22ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
>4, 318/693, d1=0.679, d2=0.673 g=0.785
2/2 [==============================] - 0s 22ms/step
>4, 319/693, d1=0.671, d2=0.644 g=0.833
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
>4, 336/693, d1=0.650, d2=0.676 g=0.788
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
>4, 339/693, d1=0.657, d2=0.710 g=0.791
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
>4, 353/693, d1=0.643, d2=0.674 g=0.797
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
>4, 365/693, d1=0.659, d2=0.654 g=0.825
2/2 [==============================] - 0s 17ms/step
>4, 366/693, d1=0.692, d2=0.672 g=0.877
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
>4, 368/693, d1=0.687, d2=0.687 g=0.842
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
>4, 375/693, d1=0.657, d2=0.694 g=0.785
2/2 [==============================] - 0s 19ms/step
>4, 376/693, d1=0.635, d2=0.678 g=0.826
2/2 [==============================] - 0s 19ms/step
>4, 377/693, d1=0.690, d2=0.651 g=0.848
2/2 [==============================] - 0s 18ms/step
>4, 378/693, d1=0.670, d2=0.667 g=0.818
2/2 [==============================] - 0s 20ms/step
>4, 379/693, d1=0.674, d2=0.651 g=0.806
2/2 [==============================] - 0s 21ms/step
>4, 380/693, d1=0.690, d2=0.725 g=0.790
2/2 [==============================] - 0s 18ms/step
>4, 381/693, d1=0.680, d2=0.667 g=0.807
2/2 [==============================] - 0s 17ms/step
>4, 382/693, d1=0.675, d2=0.676 g=0.831
2/2 [==============================] - 0s 18ms/step
>4, 383/693, d1=0.671, d2=0.672 g=0.812
2/2 [==============================] - 0s 18ms/step
>4, 384/693, d1=0.645, d2=0.656 g=0.794
2/2 [==============================] - 0s 16ms/step
>4, 385/693, d1=0.683, d2=0.690 g=0.782
2/2 [==============================] - 0s 18ms/step
>4, 386/693, d1=0.679, d2=0.724 g=0.771
2/2 [==============================] - 0s 18ms/step
>4, 387/693, d1=0.639, d2=0.706 g=0.766
2/2 [==============================] - 0s 18ms/step
>4, 388/693, d1=0.629, d2=0.688 g=0.814
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
>4, 395/693, d1=0.672, d2=0.651 g=0.807
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 22ms/step
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2/2 [==============================] - 0s 20ms/step
>4, 399/693, d1=0.684, d2=0.670 g=0.785
2/2 [==============================] - 0s 17ms/step
>4, 400/693, d1=0.687, d2=0.676 g=0.791
2/2 [==============================] - 0s 19ms/step
>4, 401/693, d1=0.676, d2=0.635 g=0.863
2/2 [==============================] - 0s 17ms/step
>4, 402/693, d1=0.675, d2=0.639 g=0.854
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 22ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 22ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
>4, 412/693, d1=0.627, d2=0.689 g=0.797
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 22ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 22ms/step
>4, 417/693, d1=0.690, d2=0.655 g=0.806
2/2 [==============================] - 0s 20ms/step
>4, 418/693, d1=0.672, d2=0.687 g=0.776
2/2 [==============================] - 0s 20ms/step
>4, 419/693, d1=0.662, d2=0.687 g=0.781
2/2 [==============================] - 0s 18ms/step
>4, 420/693, d1=0.686, d2=0.697 g=0.786
2/2 [==============================] - 0s 19ms/step
>4, 421/693, d1=0.667, d2=0.663 g=0.805
2/2 [==============================] - 0s 17ms/step
>4, 422/693, d1=0.653, d2=0.634 g=0.789
2/2 [==============================] - 0s 17ms/step
>4, 423/693, d1=0.641, d2=0.672 g=0.812
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 22ms/step
>4, 428/693, d1=0.653, d2=0.638 g=0.784
2/2 [==============================] - 0s 18ms/step
>4, 429/693, d1=0.652, d2=0.682 g=0.772
2/2 [==============================] - 0s 19ms/step
>4, 430/693, d1=0.672, d2=0.714 g=0.777
2/2 [==============================] - 0s 20ms/step
>4, 431/693, d1=0.676, d2=0.689 g=0.805
2/2 [==============================] - 0s 16ms/step
>4, 432/693, d1=0.659, d2=0.653 g=0.814
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
>4, 440/693, d1=0.689, d2=0.711 g=0.779
2/2 [==============================] - 0s 20ms/step
>4, 441/693, d1=0.663, d2=0.686 g=0.785
2/2 [==============================] - 0s 20ms/step
>4, 442/693, d1=0.640, d2=0.671 g=0.795
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
>4, 446/693, d1=0.686, d2=0.686 g=0.777
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 21ms/step
>4, 448/693, d1=0.683, d2=0.673 g=0.771
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 19ms/step
>4, 451/693, d1=0.687, d2=0.686 g=0.777
2/2 [==============================] - 0s 18ms/step
>4, 452/693, d1=0.655, d2=0.660 g=0.792
2/2 [==============================] - 0s 18ms/step
>4, 453/693, d1=0.690, d2=0.674 g=0.817
2/2 [==============================] - 0s 19ms/step
>4, 454/693, d1=0.686, d2=0.677 g=0.812
2/2 [==============================] - 0s 19ms/step
>4, 455/693, d1=0.675, d2=0.682 g=0.810
2/2 [==============================] - 0s 19ms/step
>4, 456/693, d1=0.682, d2=0.667 g=0.779
2/2 [==============================] - 0s 20ms/step
>4, 457/693, d1=0.654, d2=0.672 g=0.809
2/2 [==============================] - 0s 18ms/step
>4, 458/693, d1=0.670, d2=0.646 g=0.804
2/2 [==============================] - 0s 17ms/step
>4, 459/693, d1=0.654, d2=0.662 g=0.807
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
>4, 461/693, d1=0.662, d2=0.692 g=0.755
2/2 [==============================] - 0s 19ms/step
>4, 462/693, d1=0.639, d2=0.727 g=0.768
2/2 [==============================] - 0s 18ms/step
>4, 463/693, d1=0.647, d2=0.695 g=0.790
2/2 [==============================] - 0s 20ms/step
>4, 464/693, d1=0.649, d2=0.696 g=0.792
2/2 [==============================] - 0s 19ms/step
>4, 465/693, d1=0.663, d2=0.663 g=0.805
2/2 [==============================] - 0s 17ms/step
>4, 466/693, d1=0.659, d2=0.655 g=0.832
2/2 [==============================] - 0s 19ms/step
>4, 467/693, d1=0.682, d2=0.682 g=0.770
2/2 [==============================] - 0s 17ms/step
>4, 468/693, d1=0.671, d2=0.690 g=0.793
2/2 [==============================] - 0s 18ms/step
>4, 469/693, d1=0.682, d2=0.706 g=0.802
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
>4, 473/693, d1=0.676, d2=0.680 g=0.783
2/2 [==============================] - 0s 17ms/step
>4, 474/693, d1=0.671, d2=0.718 g=0.779
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
>4, 478/693, d1=0.684, d2=0.653 g=0.813
2/2 [==============================] - 0s 17ms/step
>4, 479/693, d1=0.681, d2=0.656 g=0.777
2/2 [==============================] - 0s 18ms/step
>4, 480/693, d1=0.650, d2=0.687 g=0.760
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
>4, 483/693, d1=0.667, d2=0.663 g=0.809
2/2 [==============================] - 0s 18ms/step
>4, 484/693, d1=0.666, d2=0.646 g=0.824
2/2 [==============================] - 0s 17ms/step
>4, 485/693, d1=0.699, d2=0.662 g=0.797
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
>4, 491/693, d1=0.647, d2=0.691 g=0.796
2/2 [==============================] - 0s 17ms/step
>4, 492/693, d1=0.695, d2=0.686 g=0.808
2/2 [==============================] - 0s 18ms/step
>4, 493/693, d1=0.679, d2=0.665 g=0.814
2/2 [==============================] - 0s 18ms/step
>4, 494/693, d1=0.703, d2=0.669 g=0.786
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 20ms/step
>4, 498/693, d1=0.687, d2=0.675 g=0.780
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
>4, 500/693, d1=0.686, d2=0.681 g=0.780
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
>4, 502/693, d1=0.676, d2=0.671 g=0.760
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 18ms/step
>4, 508/693, d1=0.686, d2=0.686 g=0.753
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
>4, 513/693, d1=0.653, d2=0.700 g=0.829
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 22ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 22ms/step
>4, 517/693, d1=0.656, d2=0.677 g=0.770
2/2 [==============================] - 0s 16ms/step
>4, 518/693, d1=0.649, d2=0.681 g=0.771
2/2 [==============================] - 0s 18ms/step
>4, 519/693, d1=0.651, d2=0.685 g=0.804
2/2 [==============================] - 0s 21ms/step
>4, 520/693, d1=0.655, d2=0.674 g=0.813
2/2 [==============================] - 0s 18ms/step
>4, 521/693, d1=0.687, d2=0.685 g=0.812
2/2 [==============================] - 0s 17ms/step
>4, 522/693, d1=0.640, d2=0.651 g=0.832
2/2 [==============================] - 0s 19ms/step
>4, 523/693, d1=0.662, d2=0.659 g=0.828
2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 21ms/step
>4, 525/693, d1=0.715, d2=0.666 g=0.832
2/2 [==============================] - 0s 19ms/step
>4, 526/693, d1=0.699, d2=0.651 g=0.821
2/2 [==============================] - 0s 20ms/step
>4, 527/693, d1=0.714, d2=0.628 g=0.802
2/2 [==============================] - 0s 20ms/step
>4, 528/693, d1=0.654, d2=0.674 g=0.817
2/2 [==============================] - 0s 19ms/step
>4, 529/693, d1=0.652, d2=0.693 g=0.787
2/2 [==============================] - 0s 20ms/step
>4, 530/693, d1=0.675, d2=0.664 g=0.784
2/2 [==============================] - 0s 21ms/step
>4, 531/693, d1=0.683, d2=0.648 g=0.774
2/2 [==============================] - 0s 20ms/step
>4, 532/693, d1=0.682, d2=0.686 g=0.770
2/2 [==============================] - 0s 18ms/step
>4, 533/693, d1=0.676, d2=0.693 g=0.784
2/2 [==============================] - 0s 21ms/step
>4, 534/693, d1=0.657, d2=0.671 g=0.778
2/2 [==============================] - 0s 20ms/step
>4, 535/693, d1=0.658, d2=0.731 g=0.785
2/2 [==============================] - 0s 19ms/step
>4, 536/693, d1=0.670, d2=0.704 g=0.795
2/2 [==============================] - 0s 17ms/step
>4, 537/693, d1=0.648, d2=0.692 g=0.775
2/2 [==============================] - 0s 19ms/step
>4, 538/693, d1=0.655, d2=0.670 g=0.791
2/2 [==============================] - 0s 20ms/step
>4, 539/693, d1=0.634, d2=0.709 g=0.788
2/2 [==============================] - 0s 19ms/step
>4, 540/693, d1=0.672, d2=0.669 g=0.773
2/2 [==============================] - 0s 19ms/step
>4, 541/693, d1=0.659, d2=0.690 g=0.769
2/2 [==============================] - 0s 21ms/step
>4, 542/693, d1=0.677, d2=0.691 g=0.772
2/2 [==============================] - 0s 18ms/step
>4, 543/693, d1=0.655, d2=0.675 g=0.781
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 21ms/step
>4, 545/693, d1=0.670, d2=0.680 g=0.796
2/2 [==============================] - 0s 19ms/step
>4, 546/693, d1=0.671, d2=0.688 g=0.806
2/2 [==============================] - 0s 20ms/step
>4, 547/693, d1=0.633, d2=0.653 g=0.813
2/2 [==============================] - 0s 17ms/step
>4, 548/693, d1=0.660, d2=0.696 g=0.803
2/2 [==============================] - 0s 17ms/step
>4, 549/693, d1=0.684, d2=0.666 g=0.774
2/2 [==============================] - 0s 18ms/step
>4, 550/693, d1=0.659, d2=0.672 g=0.794
2/2 [==============================] - 0s 18ms/step
>4, 551/693, d1=0.645, d2=0.686 g=0.820
2/2 [==============================] - 0s 19ms/step
>4, 552/693, d1=0.663, d2=0.705 g=0.818
2/2 [==============================] - 0s 19ms/step
>4, 553/693, d1=0.730, d2=0.680 g=0.830
2/2 [==============================] - 0s 19ms/step
>4, 554/693, d1=0.685, d2=0.696 g=0.813
2/2 [==============================] - 0s 21ms/step
>4, 555/693, d1=0.664, d2=0.651 g=0.800
2/2 [==============================] - 0s 20ms/step
>4, 556/693, d1=0.681, d2=0.705 g=0.804
2/2 [==============================] - 0s 18ms/step
>4, 557/693, d1=0.671, d2=0.672 g=0.813
2/2 [==============================] - 0s 18ms/step
>4, 558/693, d1=0.673, d2=0.682 g=0.801
2/2 [==============================] - 0s 18ms/step
>4, 559/693, d1=0.690, d2=0.690 g=0.800
2/2 [==============================] - 0s 17ms/step
>4, 560/693, d1=0.673, d2=0.678 g=0.817
2/2 [==============================] - 0s 20ms/step
>4, 561/693, d1=0.701, d2=0.651 g=0.806
2/2 [==============================] - 0s 18ms/step
>4, 562/693, d1=0.688, d2=0.676 g=0.792
2/2 [==============================] - 0s 18ms/step
>4, 563/693, d1=0.636, d2=0.698 g=0.793
2/2 [==============================] - 0s 18ms/step
>4, 564/693, d1=0.662, d2=0.665 g=0.787
2/2 [==============================] - 0s 20ms/step
>4, 565/693, d1=0.706, d2=0.653 g=0.783
2/2 [==============================] - 0s 20ms/step
>4, 566/693, d1=0.651, d2=0.694 g=0.760
2/2 [==============================] - 0s 19ms/step
>4, 567/693, d1=0.648, d2=0.690 g=0.770
2/2 [==============================] - 0s 18ms/step
>4, 568/693, d1=0.634, d2=0.699 g=0.786
2/2 [==============================] - 0s 19ms/step
>4, 569/693, d1=0.636, d2=0.681 g=0.779
2/2 [==============================] - 0s 18ms/step
>4, 570/693, d1=0.663, d2=0.678 g=0.789
2/2 [==============================] - 0s 17ms/step
>4, 571/693, d1=0.682, d2=0.668 g=0.783
2/2 [==============================] - 0s 17ms/step
>4, 572/693, d1=0.622, d2=0.688 g=0.759
2/2 [==============================] - 0s 17ms/step
>4, 573/693, d1=0.626, d2=0.705 g=0.759
2/2 [==============================] - 0s 18ms/step
>4, 574/693, d1=0.663, d2=0.694 g=0.782
2/2 [==============================] - 0s 19ms/step
>4, 575/693, d1=0.656, d2=0.707 g=0.793
2/2 [==============================] - 0s 18ms/step
>4, 576/693, d1=0.649, d2=0.679 g=0.789
2/2 [==============================] - 0s 17ms/step
>4, 577/693, d1=0.676, d2=0.709 g=0.820
2/2 [==============================] - 0s 17ms/step
>4, 578/693, d1=0.685, d2=0.663 g=0.803
2/2 [==============================] - 0s 17ms/step
>4, 579/693, d1=0.655, d2=0.686 g=0.818
2/2 [==============================] - 0s 19ms/step
>4, 580/693, d1=0.648, d2=0.651 g=0.775
2/2 [==============================] - 0s 17ms/step
>4, 581/693, d1=0.664, d2=0.695 g=0.833
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
>4, 584/693, d1=0.687, d2=0.671 g=0.786
2/2 [==============================] - 0s 19ms/step
>4, 585/693, d1=0.662, d2=0.681 g=0.778
2/2 [==============================] - 0s 18ms/step
>4, 586/693, d1=0.635, d2=0.692 g=0.800
2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
>4, 589/693, d1=0.683, d2=0.696 g=0.801
2/2 [==============================] - 0s 17ms/step
>4, 590/693, d1=0.657, d2=0.686 g=0.812
2/2 [==============================] - 0s 16ms/step
>4, 591/693, d1=0.647, d2=0.658 g=0.788
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
>4, 593/693, d1=0.682, d2=0.669 g=0.793
2/2 [==============================] - 0s 17ms/step
>4, 594/693, d1=0.684, d2=0.655 g=0.803
2/2 [==============================] - 0s 20ms/step
>4, 595/693, d1=0.689, d2=0.670 g=0.785
2/2 [==============================] - 0s 18ms/step
>4, 596/693, d1=0.702, d2=0.644 g=0.811
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
>4, 598/693, d1=0.654, d2=0.666 g=0.836
2/2 [==============================] - 0s 17ms/step
>4, 599/693, d1=0.690, d2=0.685 g=0.804
2/2 [==============================] - 0s 18ms/step
>4, 600/693, d1=0.679, d2=0.680 g=0.830
2/2 [==============================] - 0s 17ms/step
>4, 601/693, d1=0.710, d2=0.651 g=0.802
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
>4, 603/693, d1=0.655, d2=0.688 g=0.757
2/2 [==============================] - 0s 18ms/step
>4, 604/693, d1=0.648, d2=0.699 g=0.783
2/2 [==============================] - 0s 20ms/step
>4, 605/693, d1=0.669, d2=0.668 g=0.769
2/2 [==============================] - 0s 18ms/step
>4, 606/693, d1=0.670, d2=0.702 g=0.793
2/2 [==============================] - 0s 18ms/step
>4, 607/693, d1=0.674, d2=0.670 g=0.816
2/2 [==============================] - 0s 18ms/step
>4, 608/693, d1=0.681, d2=0.652 g=0.827
2/2 [==============================] - 0s 17ms/step
>4, 609/693, d1=0.667, d2=0.703 g=0.804
2/2 [==============================] - 0s 18ms/step
>4, 610/693, d1=0.679, d2=0.693 g=0.775
2/2 [==============================] - 0s 18ms/step
>4, 611/693, d1=0.706, d2=0.675 g=0.806
2/2 [==============================] - 0s 18ms/step
>4, 612/693, d1=0.652, d2=0.655 g=0.814
2/2 [==============================] - 0s 20ms/step
>4, 613/693, d1=0.676, d2=0.673 g=0.807
2/2 [==============================] - 0s 17ms/step
>4, 614/693, d1=0.632, d2=0.700 g=0.750
2/2 [==============================] - 0s 20ms/step
>4, 615/693, d1=0.621, d2=0.701 g=0.757
2/2 [==============================] - 0s 19ms/step
>4, 616/693, d1=0.659, d2=0.694 g=0.792
2/2 [==============================] - 0s 22ms/step
>4, 617/693, d1=0.653, d2=0.695 g=0.798
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
>4, 620/693, d1=0.674, d2=0.683 g=0.771
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
>4, 628/693, d1=0.703, d2=0.678 g=0.781
2/2 [==============================] - 0s 17ms/step
>4, 629/693, d1=0.676, d2=0.709 g=0.773
2/2 [==============================] - 0s 17ms/step
>4, 630/693, d1=0.677, d2=0.670 g=0.817
2/2 [==============================] - 0s 19ms/step
>4, 631/693, d1=0.679, d2=0.645 g=0.809
2/2 [==============================] - 0s 17ms/step
>4, 632/693, d1=0.659, d2=0.671 g=0.803
2/2 [==============================] - 0s 18ms/step
>4, 633/693, d1=0.658, d2=0.678 g=0.794
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 22ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
>4, 650/693, d1=0.701, d2=0.636 g=0.816
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 22ms/step
>4, 655/693, d1=0.683, d2=0.705 g=0.799
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
>4, 664/693, d1=0.671, d2=0.683 g=0.779
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 22ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
>4, 681/693, d1=0.697, d2=0.634 g=0.790
2/2 [==============================] - 0s 18ms/step
>4, 682/693, d1=0.672, d2=0.676 g=0.804
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 21ms/step
>5, 1/693, d1=0.662, d2=0.670 g=0.810
2/2 [==============================] - 0s 19ms/step
>5, 2/693, d1=0.686, d2=0.675 g=0.801
2/2 [==============================] - 0s 18ms/step
>5, 3/693, d1=0.679, d2=0.682 g=0.776
2/2 [==============================] - 0s 18ms/step
>5, 4/693, d1=0.663, d2=0.700 g=0.776
2/2 [==============================] - 0s 17ms/step
>5, 5/693, d1=0.677, d2=0.699 g=0.769
2/2 [==============================] - 0s 20ms/step
>5, 6/693, d1=0.652, d2=0.690 g=0.810
2/2 [==============================] - 0s 17ms/step
>5, 7/693, d1=0.696, d2=0.653 g=0.783
2/2 [==============================] - 0s 18ms/step
>5, 8/693, d1=0.639, d2=0.682 g=0.777
2/2 [==============================] - 0s 17ms/step
>5, 9/693, d1=0.662, d2=0.678 g=0.771
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 22ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 22ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
>5, 112/693, d1=0.671, d2=0.695 g=0.779
2/2 [==============================] - 0s 18ms/step
>5, 113/693, d1=0.688, d2=0.680 g=0.805
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
>5, 116/693, d1=0.646, d2=0.676 g=0.790
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
>5, 118/693, d1=0.660, d2=0.692 g=0.808
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
>5, 123/693, d1=0.635, d2=0.680 g=0.796
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
>5, 134/693, d1=0.700, d2=0.692 g=0.798
2/2 [==============================] - 0s 18ms/step
>5, 135/693, d1=0.641, d2=0.671 g=0.834
2/2 [==============================] - 0s 18ms/step
>5, 136/693, d1=0.704, d2=0.651 g=0.798
2/2 [==============================] - 0s 18ms/step
>5, 137/693, d1=0.685, d2=0.653 g=0.796
2/2 [==============================] - 0s 18ms/step
>5, 138/693, d1=0.680, d2=0.695 g=0.791
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
>5, 147/693, d1=0.670, d2=0.687 g=0.775
2/2 [==============================] - 0s 18ms/step
>5, 148/693, d1=0.656, d2=0.691 g=0.780
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
>5, 152/693, d1=0.681, d2=0.663 g=0.796
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
>5, 155/693, d1=0.668, d2=0.696 g=0.808
2/2 [==============================] - 0s 19ms/step
>5, 156/693, d1=0.679, d2=0.666 g=0.790
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
>5, 276/693, d1=0.657, d2=0.662 g=0.809
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
>5, 283/693, d1=0.658, d2=0.708 g=0.775
2/2 [==============================] - 0s 18ms/step
>5, 284/693, d1=0.679, d2=0.677 g=0.788
2/2 [==============================] - 0s 17ms/step
>5, 285/693, d1=0.688, d2=0.673 g=0.794
2/2 [==============================] - 0s 18ms/step
>5, 286/693, d1=0.649, d2=0.670 g=0.803
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
>5, 288/693, d1=0.653, d2=0.695 g=0.775
2/2 [==============================] - 0s 17ms/step
>5, 289/693, d1=0.668, d2=0.689 g=0.797
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
>5, 303/693, d1=0.675, d2=0.689 g=0.760
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 21ms/step
>5, 314/693, d1=0.686, d2=0.676 g=0.771
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 22ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
>5, 320/693, d1=0.656, d2=0.702 g=0.796
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 22ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
>6, 1/693, d1=0.639, d2=0.697 g=0.785
2/2 [==============================] - 0s 19ms/step
>6, 2/693, d1=0.660, d2=0.696 g=0.816
2/2 [==============================] - 0s 17ms/step
>6, 3/693, d1=0.732, d2=0.674 g=0.808
2/2 [==============================] - 0s 17ms/step
>6, 4/693, d1=0.694, d2=0.641 g=0.814
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 22ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 22ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 20ms/step
>6, 98/693, d1=0.682, d2=0.688 g=0.762
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
>6, 120/693, d1=0.656, d2=0.689 g=0.777
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
>6, 122/693, d1=0.688, d2=0.686 g=0.756
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
>6, 125/693, d1=0.680, d2=0.677 g=0.783
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
>6, 131/693, d1=0.684, d2=0.676 g=0.772
2/2 [==============================] - 0s 19ms/step
>6, 132/693, d1=0.681, d2=0.692 g=0.780
2/2 [==============================] - 0s 19ms/step
>6, 133/693, d1=0.655, d2=0.686 g=0.791
2/2 [==============================] - 0s 18ms/step
>6, 134/693, d1=0.676, d2=0.685 g=0.765
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
>6, 137/693, d1=0.675, d2=0.686 g=0.760
2/2 [==============================] - 0s 17ms/step
>6, 138/693, d1=0.656, d2=0.692 g=0.782
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
>6, 145/693, d1=0.669, d2=0.702 g=0.780
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
>6, 148/693, d1=0.680, d2=0.669 g=0.846
2/2 [==============================] - 0s 17ms/step
>6, 149/693, d1=0.694, d2=0.676 g=0.780
2/2 [==============================] - 0s 17ms/step
>6, 150/693, d1=0.702, d2=0.650 g=0.819
2/2 [==============================] - 0s 22ms/step
>6, 151/693, d1=0.670, d2=0.700 g=0.785
2/2 [==============================] - 0s 18ms/step
>6, 152/693, d1=0.694, d2=0.684 g=0.766
2/2 [==============================] - 0s 17ms/step
>6, 153/693, d1=0.659, d2=0.675 g=0.767
2/2 [==============================] - 0s 19ms/step
>6, 154/693, d1=0.681, d2=0.670 g=0.763
2/2 [==============================] - 0s 17ms/step
>6, 155/693, d1=0.663, d2=0.709 g=0.755
2/2 [==============================] - 0s 18ms/step
>6, 156/693, d1=0.652, d2=0.712 g=0.758
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
>6, 160/693, d1=0.665, d2=0.698 g=0.776
2/2 [==============================] - 0s 19ms/step
>6, 161/693, d1=0.657, d2=0.744 g=0.773
2/2 [==============================] - 0s 19ms/step
>6, 162/693, d1=0.670, d2=0.679 g=0.780
2/2 [==============================] - 0s 19ms/step
>6, 163/693, d1=0.679, d2=0.679 g=0.805
2/2 [==============================] - 0s 18ms/step
>6, 164/693, d1=0.666, d2=0.696 g=0.785
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
>6, 166/693, d1=0.694, d2=0.668 g=0.772
2/2 [==============================] - 0s 18ms/step
>6, 167/693, d1=0.681, d2=0.651 g=0.787
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 22ms/step
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2/2 [==============================] - 0s 19ms/step
>6, 172/693, d1=0.651, d2=0.709 g=0.751
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
>6, 176/693, d1=0.690, d2=0.678 g=0.778
2/2 [==============================] - 0s 18ms/step
>6, 177/693, d1=0.684, d2=0.677 g=0.776
2/2 [==============================] - 0s 19ms/step
>6, 178/693, d1=0.658, d2=0.699 g=0.789
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
>6, 180/693, d1=0.695, d2=0.679 g=0.790
2/2 [==============================] - 0s 20ms/step
>6, 181/693, d1=0.687, d2=0.661 g=0.773
2/2 [==============================] - 0s 19ms/step
>6, 182/693, d1=0.667, d2=0.660 g=0.793
2/2 [==============================] - 0s 18ms/step
>6, 183/693, d1=0.681, d2=0.665 g=0.791
2/2 [==============================] - 0s 18ms/step
>6, 184/693, d1=0.691, d2=0.689 g=0.797
2/2 [==============================] - 0s 18ms/step
>6, 185/693, d1=0.660, d2=0.635 g=0.787
2/2 [==============================] - 0s 17ms/step
>6, 186/693, d1=0.689, d2=0.656 g=0.803
2/2 [==============================] - 0s 18ms/step
>6, 187/693, d1=0.709, d2=0.662 g=0.757
2/2 [==============================] - 0s 17ms/step
>6, 188/693, d1=0.646, d2=0.684 g=0.764
2/2 [==============================] - 0s 18ms/step
>6, 189/693, d1=0.639, d2=0.720 g=0.776
2/2 [==============================] - 0s 18ms/step
>6, 190/693, d1=0.662, d2=0.661 g=0.740
2/2 [==============================] - 0s 21ms/step
>6, 191/693, d1=0.658, d2=0.696 g=0.749
2/2 [==============================] - 0s 21ms/step
>6, 192/693, d1=0.658, d2=0.718 g=0.776
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
>6, 194/693, d1=0.663, d2=0.668 g=0.767
2/2 [==============================] - 0s 17ms/step
>6, 195/693, d1=0.693, d2=0.714 g=0.768
2/2 [==============================] - 0s 18ms/step
>6, 196/693, d1=0.683, d2=0.695 g=0.773
2/2 [==============================] - 0s 18ms/step
>6, 197/693, d1=0.698, d2=0.682 g=0.806
2/2 [==============================] - 0s 18ms/step
>6, 198/693, d1=0.696, d2=0.665 g=0.809
2/2 [==============================] - 0s 18ms/step
>6, 199/693, d1=0.678, d2=0.668 g=0.789
2/2 [==============================] - 0s 17ms/step
>6, 200/693, d1=0.672, d2=0.672 g=0.773
2/2 [==============================] - 0s 19ms/step
>6, 201/693, d1=0.681, d2=0.662 g=0.797
2/2 [==============================] - 0s 18ms/step
>6, 202/693, d1=0.665, d2=0.680 g=0.775
2/2 [==============================] - 0s 20ms/step
>6, 203/693, d1=0.678, d2=0.681 g=0.766
2/2 [==============================] - 0s 20ms/step
>6, 204/693, d1=0.676, d2=0.711 g=0.741
2/2 [==============================] - 0s 20ms/step
>6, 205/693, d1=0.635, d2=0.681 g=0.760
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 22ms/step
>6, 207/693, d1=0.646, d2=0.729 g=0.773
2/2 [==============================] - 0s 20ms/step
>6, 208/693, d1=0.659, d2=0.700 g=0.815
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 22ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 20ms/step
>6, 217/693, d1=0.697, d2=0.665 g=0.846
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
>6, 219/693, d1=0.676, d2=0.657 g=0.780
2/2 [==============================] - 0s 20ms/step
>6, 220/693, d1=0.677, d2=0.709 g=0.763
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
>6, 224/693, d1=0.651, d2=0.654 g=0.802
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
>6, 275/693, d1=0.722, d2=0.695 g=0.743
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 21ms/step
>6, 321/693, d1=0.689, d2=0.688 g=0.780
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 22ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
>6, 353/693, d1=0.691, d2=0.645 g=0.797
2/2 [==============================] - 0s 20ms/step
>6, 354/693, d1=0.662, d2=0.661 g=0.806
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
>6, 356/693, d1=0.646, d2=0.697 g=0.748
2/2 [==============================] - 0s 18ms/step
>6, 357/693, d1=0.680, d2=0.708 g=0.739
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 22ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
>6, 361/693, d1=0.657, d2=0.648 g=0.781
2/2 [==============================] - 0s 19ms/step
>6, 362/693, d1=0.642, d2=0.699 g=0.793
2/2 [==============================] - 0s 21ms/step
>6, 363/693, d1=0.652, d2=0.701 g=0.776
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
>6, 370/693, d1=0.675, d2=0.687 g=0.774
2/2 [==============================] - 0s 18ms/step
>6, 371/693, d1=0.679, d2=0.701 g=0.767
2/2 [==============================] - 0s 20ms/step
>6, 372/693, d1=0.692, d2=0.684 g=0.779
2/2 [==============================] - 0s 18ms/step
>6, 373/693, d1=0.698, d2=0.682 g=0.775
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
>6, 378/693, d1=0.653, d2=0.706 g=0.765
2/2 [==============================] - 0s 18ms/step
>6, 379/693, d1=0.683, d2=0.670 g=0.797
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
>6, 384/693, d1=0.661, d2=0.687 g=0.772
2/2 [==============================] - 0s 18ms/step
>6, 385/693, d1=0.683, d2=0.694 g=0.765
2/2 [==============================] - 0s 19ms/step
>6, 386/693, d1=0.670, d2=0.695 g=0.807
2/2 [==============================] - 0s 17ms/step
>6, 387/693, d1=0.690, d2=0.657 g=0.795
2/2 [==============================] - 0s 19ms/step
>6, 388/693, d1=0.672, d2=0.695 g=0.781
2/2 [==============================] - 0s 19ms/step
>6, 389/693, d1=0.695, d2=0.697 g=0.813
2/2 [==============================] - 0s 18ms/step
>6, 390/693, d1=0.701, d2=0.643 g=0.816
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 21ms/step
>6, 392/693, d1=0.672, d2=0.625 g=0.787
2/2 [==============================] - 0s 18ms/step
>6, 393/693, d1=0.684, d2=0.679 g=0.777
2/2 [==============================] - 0s 17ms/step
>6, 394/693, d1=0.661, d2=0.679 g=0.794
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
>6, 398/693, d1=0.663, d2=0.691 g=0.768
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
>6, 403/693, d1=0.686, d2=0.671 g=0.783
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
>6, 417/693, d1=0.653, d2=0.705 g=0.781
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 22ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 21ms/step
>6, 434/693, d1=0.652, d2=0.706 g=0.783
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 22ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 22ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
>6, 467/693, d1=0.665, d2=0.677 g=0.780
2/2 [==============================] - 0s 19ms/step
>6, 468/693, d1=0.668, d2=0.695 g=0.772
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 20ms/step
>6, 472/693, d1=0.683, d2=0.677 g=0.792
2/2 [==============================] - 0s 18ms/step
>6, 473/693, d1=0.673, d2=0.685 g=0.806
2/2 [==============================] - 0s 19ms/step
>6, 474/693, d1=0.661, d2=0.653 g=0.763
2/2 [==============================] - 0s 17ms/step
>6, 475/693, d1=0.707, d2=0.712 g=0.768
2/2 [==============================] - 0s 19ms/step
>6, 476/693, d1=0.668, d2=0.689 g=0.763
2/2 [==============================] - 0s 19ms/step
>6, 477/693, d1=0.671, d2=0.691 g=0.779
2/2 [==============================] - 0s 19ms/step
>6, 478/693, d1=0.650, d2=0.682 g=0.800
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
>6, 481/693, d1=0.687, d2=0.654 g=0.804
2/2 [==============================] - 0s 19ms/step
>6, 482/693, d1=0.704, d2=0.641 g=0.820
2/2 [==============================] - 0s 18ms/step
>6, 483/693, d1=0.710, d2=0.631 g=0.801
2/2 [==============================] - 0s 18ms/step
>6, 484/693, d1=0.682, d2=0.678 g=0.799
2/2 [==============================] - 0s 18ms/step
>6, 485/693, d1=0.700, d2=0.670 g=0.776
2/2 [==============================] - 0s 19ms/step
>6, 486/693, d1=0.689, d2=0.681 g=0.778
2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 16ms/step
>6, 489/693, d1=0.676, d2=0.672 g=0.787
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
>6, 492/693, d1=0.687, d2=0.660 g=0.776
2/2 [==============================] - 0s 17ms/step
>6, 493/693, d1=0.687, d2=0.650 g=0.792
2/2 [==============================] - 0s 18ms/step
>6, 494/693, d1=0.659, d2=0.686 g=0.766
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 16ms/step
>6, 496/693, d1=0.716, d2=0.691 g=0.767
2/2 [==============================] - 0s 18ms/step
>6, 497/693, d1=0.664, d2=0.688 g=0.784
2/2 [==============================] - 0s 18ms/step
>6, 498/693, d1=0.688, d2=0.680 g=0.792
2/2 [==============================] - 0s 18ms/step
>6, 499/693, d1=0.661, d2=0.665 g=0.805
2/2 [==============================] - 0s 18ms/step
>6, 500/693, d1=0.675, d2=0.657 g=0.801
2/2 [==============================] - 0s 18ms/step
>6, 501/693, d1=0.685, d2=0.694 g=0.771
2/2 [==============================] - 0s 18ms/step
>6, 502/693, d1=0.660, d2=0.667 g=0.780
2/2 [==============================] - 0s 17ms/step
>6, 503/693, d1=0.694, d2=0.663 g=0.779
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 17ms/step
>6, 506/693, d1=0.675, d2=0.691 g=0.754
2/2 [==============================] - 0s 17ms/step
>6, 507/693, d1=0.656, d2=0.696 g=0.736
2/2 [==============================] - 0s 18ms/step
>6, 508/693, d1=0.673, d2=0.699 g=0.732
2/2 [==============================] - 0s 20ms/step
>6, 509/693, d1=0.641, d2=0.692 g=0.746
2/2 [==============================] - 0s 17ms/step
>6, 510/693, d1=0.648, d2=0.701 g=0.726
2/2 [==============================] - 0s 19ms/step
>6, 511/693, d1=0.636, d2=0.688 g=0.766
2/2 [==============================] - 0s 17ms/step
>6, 512/693, d1=0.662, d2=0.699 g=0.793
2/2 [==============================] - 0s 17ms/step
>6, 513/693, d1=0.639, d2=0.704 g=0.751
2/2 [==============================] - 0s 21ms/step
>6, 514/693, d1=0.663, d2=0.709 g=0.803
2/2 [==============================] - 0s 18ms/step
>6, 515/693, d1=0.680, d2=0.667 g=0.812
2/2 [==============================] - 0s 18ms/step
>6, 516/693, d1=0.669, d2=0.680 g=0.783
2/2 [==============================] - 0s 18ms/step
>6, 517/693, d1=0.665, d2=0.695 g=0.785
2/2 [==============================] - 0s 18ms/step
>6, 518/693, d1=0.686, d2=0.650 g=0.795
2/2 [==============================] - 0s 18ms/step
>6, 519/693, d1=0.721, d2=0.688 g=0.761
2/2 [==============================] - 0s 18ms/step
>6, 520/693, d1=0.691, d2=0.673 g=0.781
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
>6, 522/693, d1=0.688, d2=0.670 g=0.779
2/2 [==============================] - 0s 19ms/step
>6, 523/693, d1=0.681, d2=0.669 g=0.753
2/2 [==============================] - 0s 20ms/step
>6, 524/693, d1=0.696, d2=0.669 g=0.767
2/2 [==============================] - 0s 17ms/step
>6, 525/693, d1=0.694, d2=0.698 g=0.776
2/2 [==============================] - 0s 19ms/step
>6, 526/693, d1=0.682, d2=0.672 g=0.767
2/2 [==============================] - 0s 18ms/step
>6, 527/693, d1=0.674, d2=0.676 g=0.783
2/2 [==============================] - 0s 18ms/step
>6, 528/693, d1=0.683, d2=0.673 g=0.759
2/2 [==============================] - 0s 19ms/step
>6, 529/693, d1=0.666, d2=0.694 g=0.745
2/2 [==============================] - 0s 18ms/step
>6, 530/693, d1=0.665, d2=0.710 g=0.763
2/2 [==============================] - 0s 15ms/step
>6, 531/693, d1=0.648, d2=0.678 g=0.764
2/2 [==============================] - 0s 17ms/step
>6, 532/693, d1=0.658, d2=0.686 g=0.761
2/2 [==============================] - 0s 22ms/step
>6, 533/693, d1=0.684, d2=0.685 g=0.753
2/2 [==============================] - 0s 18ms/step
>6, 534/693, d1=0.640, d2=0.675 g=0.748
2/2 [==============================] - 0s 17ms/step
>6, 535/693, d1=0.641, d2=0.697 g=0.785
2/2 [==============================] - 0s 17ms/step
>6, 536/693, d1=0.678, d2=0.670 g=0.765
2/2 [==============================] - 0s 18ms/step
>6, 537/693, d1=0.665, d2=0.700 g=0.759
2/2 [==============================] - 0s 17ms/step
>6, 538/693, d1=0.645, d2=0.668 g=0.739
2/2 [==============================] - 0s 18ms/step
>6, 539/693, d1=0.647, d2=0.690 g=0.769
2/2 [==============================] - 0s 18ms/step
>6, 540/693, d1=0.666, d2=0.659 g=0.774
2/2 [==============================] - 0s 19ms/step
>6, 541/693, d1=0.662, d2=0.696 g=0.765
2/2 [==============================] - 0s 18ms/step
>6, 542/693, d1=0.690, d2=0.679 g=0.761
2/2 [==============================] - 0s 19ms/step
>6, 543/693, d1=0.691, d2=0.697 g=0.757
2/2 [==============================] - 0s 20ms/step
>6, 544/693, d1=0.678, d2=0.657 g=0.789
2/2 [==============================] - 0s 19ms/step
>6, 545/693, d1=0.690, d2=0.665 g=0.803
2/2 [==============================] - 0s 18ms/step
>6, 546/693, d1=0.696, d2=0.685 g=0.782
2/2 [==============================] - 0s 22ms/step
>6, 547/693, d1=0.692, d2=0.656 g=0.760
2/2 [==============================] - 0s 23ms/step
>6, 548/693, d1=0.720, d2=0.666 g=0.776
2/2 [==============================] - 0s 20ms/step
>6, 549/693, d1=0.693, d2=0.684 g=0.780
2/2 [==============================] - 0s 22ms/step
>6, 550/693, d1=0.681, d2=0.669 g=0.782
2/2 [==============================] - 0s 20ms/step
>6, 551/693, d1=0.687, d2=0.691 g=0.765
2/2 [==============================] - 0s 20ms/step
>6, 552/693, d1=0.691, d2=0.685 g=0.775
2/2 [==============================] - 0s 20ms/step
>6, 553/693, d1=0.685, d2=0.660 g=0.762
2/2 [==============================] - 0s 21ms/step
>6, 554/693, d1=0.686, d2=0.688 g=0.763
2/2 [==============================] - 0s 22ms/step
>6, 555/693, d1=0.683, d2=0.688 g=0.752
2/2 [==============================] - 0s 19ms/step
>6, 556/693, d1=0.643, d2=0.703 g=0.743
2/2 [==============================] - 0s 19ms/step
>6, 557/693, d1=0.655, d2=0.681 g=0.733
2/2 [==============================] - 0s 19ms/step
>6, 558/693, d1=0.653, d2=0.719 g=0.743
2/2 [==============================] - 0s 20ms/step
>6, 559/693, d1=0.652, d2=0.695 g=0.755
2/2 [==============================] - 0s 20ms/step
>6, 560/693, d1=0.676, d2=0.694 g=0.744
2/2 [==============================] - 0s 22ms/step
>6, 561/693, d1=0.663, d2=0.692 g=0.763
2/2 [==============================] - 0s 21ms/step
>6, 562/693, d1=0.642, d2=0.683 g=0.756
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
>6, 565/693, d1=0.674, d2=0.707 g=0.752
2/2 [==============================] - 0s 18ms/step
>6, 566/693, d1=0.637, d2=0.724 g=0.752
2/2 [==============================] - 0s 17ms/step
>6, 567/693, d1=0.654, d2=0.713 g=0.781
2/2 [==============================] - 0s 17ms/step
>6, 568/693, d1=0.670, d2=0.673 g=0.789
2/2 [==============================] - 0s 21ms/step
>6, 569/693, d1=0.719, d2=0.669 g=0.775
2/2 [==============================] - 0s 20ms/step
>6, 570/693, d1=0.680, d2=0.670 g=0.764
2/2 [==============================] - 0s 19ms/step
>6, 571/693, d1=0.672, d2=0.690 g=0.753
2/2 [==============================] - 0s 19ms/step
>6, 572/693, d1=0.692, d2=0.671 g=0.752
2/2 [==============================] - 0s 17ms/step
>6, 573/693, d1=0.646, d2=0.709 g=0.774
2/2 [==============================] - 0s 19ms/step
>6, 574/693, d1=0.637, d2=0.694 g=0.769
2/2 [==============================] - 0s 17ms/step
>6, 575/693, d1=0.658, d2=0.699 g=0.777
2/2 [==============================] - 0s 17ms/step
>6, 576/693, d1=0.695, d2=0.685 g=0.784
2/2 [==============================] - 0s 17ms/step
>6, 577/693, d1=0.683, d2=0.683 g=0.790
2/2 [==============================] - 0s 17ms/step
>6, 578/693, d1=0.658, d2=0.649 g=0.808
2/2 [==============================] - 0s 19ms/step
>6, 579/693, d1=0.690, d2=0.669 g=0.744
2/2 [==============================] - 0s 21ms/step
>6, 580/693, d1=0.670, d2=0.673 g=0.782
2/2 [==============================] - 0s 17ms/step
>6, 581/693, d1=0.680, d2=0.692 g=0.751
2/2 [==============================] - 0s 18ms/step
>6, 582/693, d1=0.677, d2=0.685 g=0.784
2/2 [==============================] - 0s 17ms/step
>6, 583/693, d1=0.683, d2=0.697 g=0.786
2/2 [==============================] - 0s 19ms/step
>6, 584/693, d1=0.681, d2=0.677 g=0.792
2/2 [==============================] - 0s 18ms/step
>6, 585/693, d1=0.699, d2=0.647 g=0.789
2/2 [==============================] - 0s 18ms/step
>6, 586/693, d1=0.683, d2=0.644 g=0.793
2/2 [==============================] - 0s 18ms/step
>6, 587/693, d1=0.703, d2=0.677 g=0.775
2/2 [==============================] - 0s 21ms/step
>6, 588/693, d1=0.683, d2=0.679 g=0.784
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
>6, 590/693, d1=0.687, d2=0.689 g=0.798
2/2 [==============================] - 0s 18ms/step
>6, 591/693, d1=0.690, d2=0.668 g=0.778
2/2 [==============================] - 0s 18ms/step
>6, 592/693, d1=0.684, d2=0.659 g=0.830
2/2 [==============================] - 0s 18ms/step
>6, 593/693, d1=0.691, d2=0.660 g=0.806
2/2 [==============================] - 0s 18ms/step
>6, 594/693, d1=0.691, d2=0.667 g=0.783
2/2 [==============================] - 0s 17ms/step
>6, 595/693, d1=0.666, d2=0.666 g=0.755
2/2 [==============================] - 0s 17ms/step
>6, 596/693, d1=0.645, d2=0.697 g=0.761
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 21ms/step
>6, 598/693, d1=0.661, d2=0.705 g=0.741
2/2 [==============================] - 0s 18ms/step
>6, 599/693, d1=0.652, d2=0.706 g=0.759
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
>6, 604/693, d1=0.694, d2=0.656 g=0.773
2/2 [==============================] - 0s 17ms/step
>6, 605/693, d1=0.649, d2=0.685 g=0.773
2/2 [==============================] - 0s 19ms/step
>6, 606/693, d1=0.660, d2=0.699 g=0.750
2/2 [==============================] - 0s 18ms/step
>6, 607/693, d1=0.649, d2=0.678 g=0.758
2/2 [==============================] - 0s 18ms/step
>6, 608/693, d1=0.674, d2=0.697 g=0.772
2/2 [==============================] - 0s 18ms/step
>6, 609/693, d1=0.664, d2=0.690 g=0.776
2/2 [==============================] - 0s 17ms/step
>6, 610/693, d1=0.662, d2=0.706 g=0.758
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
>7, 55/693, d1=0.675, d2=0.699 g=0.756
2/2 [==============================] - 0s 20ms/step
>7, 56/693, d1=0.705, d2=0.695 g=0.778
2/2 [==============================] - 0s 19ms/step
>7, 57/693, d1=0.659, d2=0.680 g=0.768
2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 17ms/step
>7, 59/693, d1=0.687, d2=0.685 g=0.761
2/2 [==============================] - 0s 18ms/step
>7, 60/693, d1=0.670, d2=0.671 g=0.765
2/2 [==============================] - 0s 20ms/step
>7, 61/693, d1=0.663, d2=0.671 g=0.746
2/2 [==============================] - 0s 17ms/step
>7, 62/693, d1=0.639, d2=0.685 g=0.754
2/2 [==============================] - 0s 19ms/step
>7, 63/693, d1=0.652, d2=0.672 g=0.757
2/2 [==============================] - 0s 19ms/step
>7, 64/693, d1=0.669, d2=0.708 g=0.776
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
>7, 66/693, d1=0.676, d2=0.652 g=0.784
2/2 [==============================] - 0s 19ms/step
>7, 67/693, d1=0.706, d2=0.668 g=0.782
2/2 [==============================] - 0s 18ms/step
>7, 68/693, d1=0.686, d2=0.672 g=0.766
2/2 [==============================] - 0s 18ms/step
>7, 69/693, d1=0.682, d2=0.687 g=0.775
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
>7, 71/693, d1=0.672, d2=0.653 g=0.778
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
>7, 73/693, d1=0.716, d2=0.708 g=0.775
2/2 [==============================] - 0s 18ms/step
>7, 74/693, d1=0.678, d2=0.678 g=0.763
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
>7, 76/693, d1=0.698, d2=0.686 g=0.760
2/2 [==============================] - 0s 20ms/step
>7, 77/693, d1=0.663, d2=0.684 g=0.755
2/2 [==============================] - 0s 19ms/step
>7, 78/693, d1=0.659, d2=0.693 g=0.765
2/2 [==============================] - 0s 20ms/step
>7, 79/693, d1=0.688, d2=0.699 g=0.761
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
>7, 81/693, d1=0.660, d2=0.662 g=0.758
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
>7, 83/693, d1=0.661, d2=0.674 g=0.763
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
>7, 90/693, d1=0.667, d2=0.703 g=0.798
2/2 [==============================] - 0s 20ms/step
>7, 91/693, d1=0.699, d2=0.666 g=0.783
2/2 [==============================] - 0s 21ms/step
>7, 92/693, d1=0.690, d2=0.649 g=0.795
2/2 [==============================] - 0s 20ms/step
>7, 93/693, d1=0.714, d2=0.687 g=0.769
2/2 [==============================] - 0s 19ms/step
>7, 94/693, d1=0.690, d2=0.665 g=0.779
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
>7, 96/693, d1=0.688, d2=0.678 g=0.785
2/2 [==============================] - 0s 18ms/step
>7, 97/693, d1=0.708, d2=0.686 g=0.792
2/2 [==============================] - 0s 18ms/step
>7, 98/693, d1=0.667, d2=0.700 g=0.785
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
>7, 100/693, d1=0.658, d2=0.686 g=0.763
2/2 [==============================] - 0s 19ms/step
>7, 101/693, d1=0.661, d2=0.684 g=0.771
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
>7, 106/693, d1=0.662, d2=0.686 g=0.755
2/2 [==============================] - 0s 19ms/step
>7, 107/693, d1=0.662, d2=0.678 g=0.771
2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
>7, 112/693, d1=0.688, d2=0.656 g=0.779
2/2 [==============================] - 0s 18ms/step
>7, 113/693, d1=0.702, d2=0.680 g=0.767
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 22ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 21ms/step
>7, 131/693, d1=0.671, d2=0.674 g=0.760
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
>7, 135/693, d1=0.666, d2=0.702 g=0.759
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 22ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
>10, 1/693, d1=0.669, d2=0.707 g=0.731
2/2 [==============================] - 0s 17ms/step
>10, 2/693, d1=0.695, d2=0.728 g=0.738
2/2 [==============================] - 0s 18ms/step
>10, 3/693, d1=0.602, d2=0.682 g=0.726
2/2 [==============================] - 0s 18ms/step
>10, 4/693, d1=0.670, d2=0.694 g=0.752
2/2 [==============================] - 0s 18ms/step
>10, 5/693, d1=0.684, d2=0.687 g=0.743
2/2 [==============================] - 0s 19ms/step
>10, 6/693, d1=0.684, d2=0.678 g=0.764
2/2 [==============================] - 0s 19ms/step
>10, 7/693, d1=0.687, d2=0.699 g=0.767
2/2 [==============================] - 0s 20ms/step
>10, 8/693, d1=0.700, d2=0.673 g=0.762
2/2 [==============================] - 0s 18ms/step
>10, 9/693, d1=0.673, d2=0.687 g=0.770
2/2 [==============================] - 0s 19ms/step
>10, 10/693, d1=0.647, d2=0.693 g=0.737
2/2 [==============================] - 0s 20ms/step
>10, 11/693, d1=0.659, d2=0.683 g=0.770
2/2 [==============================] - 0s 18ms/step
>10, 12/693, d1=0.685, d2=0.672 g=0.777
2/2 [==============================] - 0s 19ms/step
>10, 13/693, d1=0.695, d2=0.672 g=0.770
2/2 [==============================] - 0s 20ms/step
>10, 14/693, d1=0.725, d2=0.700 g=0.755
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
>10, 16/693, d1=0.670, d2=0.675 g=0.745
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
>10, 20/693, d1=0.651, d2=0.708 g=0.733
2/2 [==============================] - 0s 19ms/step
>10, 21/693, d1=0.665, d2=0.680 g=0.727
2/2 [==============================] - 0s 19ms/step
>10, 22/693, d1=0.672, d2=0.688 g=0.769
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
>10, 24/693, d1=0.661, d2=0.730 g=0.748
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
>10, 26/693, d1=0.689, d2=0.684 g=0.749
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
>10, 37/693, d1=0.662, d2=0.732 g=0.757
2/2 [==============================] - 0s 19ms/step
>10, 38/693, d1=0.680, d2=0.692 g=0.775
2/2 [==============================] - 0s 18ms/step
>10, 39/693, d1=0.688, d2=0.684 g=0.801
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
>10, 42/693, d1=0.688, d2=0.685 g=0.752
2/2 [==============================] - 0s 18ms/step
>10, 43/693, d1=0.650, d2=0.710 g=0.796
2/2 [==============================] - 0s 19ms/step
>10, 44/693, d1=0.688, d2=0.669 g=0.781
2/2 [==============================] - 0s 18ms/step
>10, 45/693, d1=0.683, d2=0.652 g=0.760
2/2 [==============================] - 0s 17ms/step
>10, 46/693, d1=0.672, d2=0.661 g=0.777
2/2 [==============================] - 0s 19ms/step
>10, 47/693, d1=0.687, d2=0.656 g=0.762
2/2 [==============================] - 0s 18ms/step
>10, 48/693, d1=0.675, d2=0.675 g=0.736
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
>10, 50/693, d1=0.689, d2=0.677 g=0.760
2/2 [==============================] - 0s 21ms/step
>10, 51/693, d1=0.656, d2=0.706 g=0.759
2/2 [==============================] - 0s 19ms/step
>10, 52/693, d1=0.662, d2=0.679 g=0.769
2/2 [==============================] - 0s 19ms/step
>10, 53/693, d1=0.662, d2=0.702 g=0.763
2/2 [==============================] - 0s 19ms/step
>10, 54/693, d1=0.669, d2=0.707 g=0.751
2/2 [==============================] - 0s 19ms/step
>10, 55/693, d1=0.666, d2=0.677 g=0.761
2/2 [==============================] - 0s 19ms/step
>10, 56/693, d1=0.650, d2=0.708 g=0.771
2/2 [==============================] - 0s 18ms/step
>10, 57/693, d1=0.672, d2=0.677 g=0.768
2/2 [==============================] - 0s 19ms/step
>10, 58/693, d1=0.703, d2=0.679 g=0.771
2/2 [==============================] - 0s 19ms/step
>10, 59/693, d1=0.697, d2=0.685 g=0.753
2/2 [==============================] - 0s 18ms/step
>10, 60/693, d1=0.682, d2=0.726 g=0.770
2/2 [==============================] - 0s 19ms/step
>10, 61/693, d1=0.659, d2=0.653 g=0.772
2/2 [==============================] - 0s 20ms/step
>10, 62/693, d1=0.677, d2=0.677 g=0.773
2/2 [==============================] - 0s 17ms/step
>10, 63/693, d1=0.706, d2=0.702 g=0.753
2/2 [==============================] - 0s 20ms/step
>10, 64/693, d1=0.688, d2=0.678 g=0.776
2/2 [==============================] - 0s 19ms/step
>10, 65/693, d1=0.680, d2=0.676 g=0.762
2/2 [==============================] - 0s 17ms/step
>10, 66/693, d1=0.661, d2=0.701 g=0.750
2/2 [==============================] - 0s 18ms/step
>10, 67/693, d1=0.693, d2=0.685 g=0.756
2/2 [==============================] - 0s 17ms/step
>10, 68/693, d1=0.687, d2=0.685 g=0.774
2/2 [==============================] - 0s 20ms/step
>10, 69/693, d1=0.674, d2=0.657 g=0.780
2/2 [==============================] - 0s 18ms/step
>10, 70/693, d1=0.675, d2=0.666 g=0.794
2/2 [==============================] - 0s 19ms/step
>10, 71/693, d1=0.684, d2=0.670 g=0.771
2/2 [==============================] - 0s 18ms/step
>10, 72/693, d1=0.730, d2=0.665 g=0.775
2/2 [==============================] - 0s 18ms/step
>10, 73/693, d1=0.695, d2=0.699 g=0.768
2/2 [==============================] - 0s 18ms/step
>10, 74/693, d1=0.692, d2=0.703 g=0.760
2/2 [==============================] - 0s 19ms/step
>10, 75/693, d1=0.672, d2=0.667 g=0.785
2/2 [==============================] - 0s 19ms/step
>10, 76/693, d1=0.697, d2=0.691 g=0.774
2/2 [==============================] - 0s 19ms/step
>10, 77/693, d1=0.701, d2=0.690 g=0.779
2/2 [==============================] - 0s 18ms/step
>10, 78/693, d1=0.662, d2=0.671 g=0.767
2/2 [==============================] - 0s 18ms/step
>10, 79/693, d1=0.669, d2=0.661 g=0.764
2/2 [==============================] - 0s 19ms/step
>10, 80/693, d1=0.677, d2=0.697 g=0.757
2/2 [==============================] - 0s 21ms/step
>10, 81/693, d1=0.657, d2=0.668 g=0.756
2/2 [==============================] - 0s 19ms/step
>10, 82/693, d1=0.708, d2=0.693 g=0.765
2/2 [==============================] - 0s 17ms/step
>10, 83/693, d1=0.702, d2=0.647 g=0.772
2/2 [==============================] - 0s 21ms/step
>10, 84/693, d1=0.697, d2=0.673 g=0.782
2/2 [==============================] - 0s 19ms/step
>10, 85/693, d1=0.710, d2=0.660 g=0.769
2/2 [==============================] - 0s 18ms/step
>10, 86/693, d1=0.705, d2=0.676 g=0.745
2/2 [==============================] - 0s 18ms/step
>10, 87/693, d1=0.698, d2=0.707 g=0.730
2/2 [==============================] - 0s 20ms/step
>10, 88/693, d1=0.663, d2=0.692 g=0.747
2/2 [==============================] - 0s 18ms/step
>10, 89/693, d1=0.642, d2=0.680 g=0.745
2/2 [==============================] - 0s 16ms/step
>10, 90/693, d1=0.681, d2=0.693 g=0.756
2/2 [==============================] - 0s 18ms/step
>10, 91/693, d1=0.684, d2=0.665 g=0.749
2/2 [==============================] - 0s 19ms/step
>10, 92/693, d1=0.667, d2=0.664 g=0.769
2/2 [==============================] - 0s 18ms/step
>10, 93/693, d1=0.719, d2=0.680 g=0.733
2/2 [==============================] - 0s 20ms/step
>10, 94/693, d1=0.659, d2=0.691 g=0.734
2/2 [==============================] - 0s 20ms/step
>10, 95/693, d1=0.690, d2=0.687 g=0.726
2/2 [==============================] - 0s 19ms/step
>10, 96/693, d1=0.679, d2=0.703 g=0.739
2/2 [==============================] - 0s 19ms/step
>10, 97/693, d1=0.656, d2=0.687 g=0.750
2/2 [==============================] - 0s 19ms/step
>10, 98/693, d1=0.685, d2=0.693 g=0.743
2/2 [==============================] - 0s 18ms/step
>10, 99/693, d1=0.651, d2=0.707 g=0.755
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
>10, 102/693, d1=0.666, d2=0.697 g=0.739
2/2 [==============================] - 0s 19ms/step
>10, 103/693, d1=0.654, d2=0.717 g=0.750
2/2 [==============================] - 0s 19ms/step
>10, 104/693, d1=0.685, d2=0.679 g=0.774
2/2 [==============================] - 0s 17ms/step
>10, 105/693, d1=0.649, d2=0.702 g=0.742
2/2 [==============================] - 0s 18ms/step
>10, 106/693, d1=0.685, d2=0.706 g=0.765
2/2 [==============================] - 0s 19ms/step
>10, 107/693, d1=0.672, d2=0.677 g=0.768
2/2 [==============================] - 0s 19ms/step
>10, 108/693, d1=0.694, d2=0.684 g=0.750
2/2 [==============================] - 0s 17ms/step
>10, 109/693, d1=0.657, d2=0.698 g=0.783
2/2 [==============================] - 0s 19ms/step
>10, 110/693, d1=0.669, d2=0.696 g=0.808
2/2 [==============================] - 0s 17ms/step
>10, 111/693, d1=0.687, d2=0.652 g=0.798
2/2 [==============================] - 0s 19ms/step
>10, 112/693, d1=0.709, d2=0.638 g=0.774
2/2 [==============================] - 0s 20ms/step
>10, 113/693, d1=0.698, d2=0.647 g=0.786
2/2 [==============================] - 0s 19ms/step
>10, 114/693, d1=0.702, d2=0.677 g=0.767
2/2 [==============================] - 0s 18ms/step
>10, 115/693, d1=0.714, d2=0.672 g=0.786
2/2 [==============================] - 0s 19ms/step
>10, 116/693, d1=0.693, d2=0.664 g=0.767
2/2 [==============================] - 0s 19ms/step
>10, 117/693, d1=0.652, d2=0.679 g=0.761
2/2 [==============================] - 0s 17ms/step
>10, 118/693, d1=0.680, d2=0.671 g=0.774
2/2 [==============================] - 0s 20ms/step
>10, 119/693, d1=0.674, d2=0.666 g=0.776
2/2 [==============================] - 0s 19ms/step
>10, 120/693, d1=0.695, d2=0.677 g=0.800
2/2 [==============================] - 0s 20ms/step
>10, 121/693, d1=0.697, d2=0.639 g=0.777
2/2 [==============================] - 0s 16ms/step
>10, 122/693, d1=0.695, d2=0.680 g=0.758
2/2 [==============================] - 0s 19ms/step
>10, 123/693, d1=0.688, d2=0.676 g=0.752
2/2 [==============================] - 0s 20ms/step
>10, 124/693, d1=0.663, d2=0.691 g=0.762
2/2 [==============================] - 0s 19ms/step
>10, 125/693, d1=0.672, d2=0.680 g=0.762
2/2 [==============================] - 0s 19ms/step
>10, 126/693, d1=0.672, d2=0.654 g=0.773
2/2 [==============================] - 0s 18ms/step
>10, 127/693, d1=0.679, d2=0.666 g=0.779
2/2 [==============================] - 0s 19ms/step
>10, 128/693, d1=0.698, d2=0.677 g=0.763
2/2 [==============================] - 0s 18ms/step
>10, 129/693, d1=0.679, d2=0.683 g=0.764
2/2 [==============================] - 0s 18ms/step
>10, 130/693, d1=0.673, d2=0.674 g=0.744
2/2 [==============================] - 0s 18ms/step
>10, 131/693, d1=0.660, d2=0.710 g=0.761
2/2 [==============================] - 0s 17ms/step
>10, 132/693, d1=0.687, d2=0.658 g=0.765
2/2 [==============================] - 0s 19ms/step
>10, 133/693, d1=0.674, d2=0.716 g=0.761
2/2 [==============================] - 0s 18ms/step
>10, 134/693, d1=0.682, d2=0.677 g=0.772
2/2 [==============================] - 0s 19ms/step
>10, 135/693, d1=0.663, d2=0.678 g=0.755
2/2 [==============================] - 0s 19ms/step
>10, 136/693, d1=0.666, d2=0.697 g=0.758
2/2 [==============================] - 0s 18ms/step
>10, 137/693, d1=0.680, d2=0.649 g=0.750
2/2 [==============================] - 0s 18ms/step
>10, 138/693, d1=0.682, d2=0.662 g=0.758
2/2 [==============================] - 0s 18ms/step
>10, 139/693, d1=0.660, d2=0.722 g=0.765
2/2 [==============================] - 0s 18ms/step
>10, 140/693, d1=0.680, d2=0.707 g=0.766
2/2 [==============================] - 0s 19ms/step
>10, 141/693, d1=0.678, d2=0.693 g=0.773
2/2 [==============================] - 0s 18ms/step
>10, 142/693, d1=0.684, d2=0.649 g=0.776
2/2 [==============================] - 0s 19ms/step
>10, 143/693, d1=0.712, d2=0.675 g=0.763
2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
>10, 146/693, d1=0.670, d2=0.659 g=0.752
2/2 [==============================] - 0s 19ms/step
>10, 147/693, d1=0.645, d2=0.696 g=0.755
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
>10, 149/693, d1=0.678, d2=0.720 g=0.759
2/2 [==============================] - 0s 19ms/step
>10, 150/693, d1=0.679, d2=0.701 g=0.761
2/2 [==============================] - 0s 17ms/step
>10, 151/693, d1=0.671, d2=0.632 g=0.789
2/2 [==============================] - 0s 18ms/step
>10, 152/693, d1=0.704, d2=0.675 g=0.791
2/2 [==============================] - 0s 18ms/step
>10, 153/693, d1=0.683, d2=0.665 g=0.773
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
>10, 155/693, d1=0.660, d2=0.691 g=0.751
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>10, 157/693, d1=0.685, d2=0.683 g=0.750
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>10, 158/693, d1=0.671, d2=0.665 g=0.772
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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>10, 168/693, d1=0.689, d2=0.693 g=0.751
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>10, 179/693, d1=0.678, d2=0.703 g=0.760
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
>10, 232/693, d1=0.675, d2=0.677 g=0.770
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2/2 [==============================] - 0s 19ms/step
>10, 238/693, d1=0.661, d2=0.674 g=0.778
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2/2 [==============================] - 0s 18ms/step
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>10, 243/693, d1=0.674, d2=0.652 g=0.792
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>10, 244/693, d1=0.706, d2=0.667 g=0.755
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>10, 245/693, d1=0.659, d2=0.699 g=0.752
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 16ms/step
>10, 248/693, d1=0.650, d2=0.702 g=0.745
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2/2 [==============================] - 0s 18ms/step
>10, 250/693, d1=0.682, d2=0.672 g=0.757
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2/2 [==============================] - 0s 18ms/step
>10, 254/693, d1=0.677, d2=0.661 g=0.771
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 17ms/step
>10, 257/693, d1=0.680, d2=0.685 g=0.774
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
>10, 262/693, d1=0.657, d2=0.680 g=0.751
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
>10, 265/693, d1=0.684, d2=0.674 g=0.740
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
>10, 267/693, d1=0.690, d2=0.687 g=0.761
2/2 [==============================] - 0s 19ms/step
>10, 268/693, d1=0.690, d2=0.690 g=0.778
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 17ms/step
>10, 270/693, d1=0.692, d2=0.692 g=0.796
2/2 [==============================] - 0s 18ms/step
>10, 271/693, d1=0.656, d2=0.660 g=0.780
2/2 [==============================] - 0s 19ms/step
>10, 272/693, d1=0.673, d2=0.690 g=0.773
2/2 [==============================] - 0s 19ms/step
>10, 273/693, d1=0.693, d2=0.676 g=0.771
2/2 [==============================] - 0s 18ms/step
>10, 274/693, d1=0.703, d2=0.688 g=0.756
2/2 [==============================] - 0s 19ms/step
>10, 275/693, d1=0.683, d2=0.664 g=0.768
2/2 [==============================] - 0s 17ms/step
>10, 276/693, d1=0.670, d2=0.656 g=0.776
2/2 [==============================] - 0s 19ms/step
>10, 277/693, d1=0.656, d2=0.689 g=0.765
2/2 [==============================] - 0s 18ms/step
>10, 278/693, d1=0.708, d2=0.667 g=0.751
2/2 [==============================] - 0s 18ms/step
>10, 279/693, d1=0.687, d2=0.697 g=0.729
2/2 [==============================] - 0s 18ms/step
>10, 280/693, d1=0.669, d2=0.694 g=0.744
2/2 [==============================] - 0s 19ms/step
>10, 281/693, d1=0.662, d2=0.692 g=0.740
2/2 [==============================] - 0s 19ms/step
>10, 282/693, d1=0.646, d2=0.688 g=0.743
2/2 [==============================] - 0s 18ms/step
>10, 283/693, d1=0.668, d2=0.669 g=0.778
2/2 [==============================] - 0s 19ms/step
>10, 284/693, d1=0.680, d2=0.679 g=0.755
2/2 [==============================] - 0s 19ms/step
>10, 285/693, d1=0.643, d2=0.679 g=0.748
2/2 [==============================] - 0s 17ms/step
>10, 286/693, d1=0.652, d2=0.712 g=0.744
2/2 [==============================] - 0s 20ms/step
>10, 287/693, d1=0.649, d2=0.707 g=0.740
2/2 [==============================] - 0s 20ms/step
>10, 288/693, d1=0.639, d2=0.686 g=0.774
2/2 [==============================] - 0s 20ms/step
>10, 289/693, d1=0.674, d2=0.672 g=0.751
2/2 [==============================] - 0s 19ms/step
>10, 290/693, d1=0.700, d2=0.669 g=0.755
2/2 [==============================] - 0s 19ms/step
>10, 291/693, d1=0.662, d2=0.693 g=0.738
2/2 [==============================] - 0s 18ms/step
>10, 292/693, d1=0.685, d2=0.697 g=0.779
2/2 [==============================] - 0s 19ms/step
>10, 293/693, d1=0.684, d2=0.683 g=0.751
2/2 [==============================] - 0s 20ms/step
>10, 294/693, d1=0.696, d2=0.664 g=0.762
2/2 [==============================] - 0s 19ms/step
>10, 295/693, d1=0.702, d2=0.681 g=0.757
2/2 [==============================] - 0s 17ms/step
>10, 296/693, d1=0.667, d2=0.700 g=0.773
2/2 [==============================] - 0s 18ms/step
>10, 297/693, d1=0.701, d2=0.673 g=0.765
2/2 [==============================] - 0s 19ms/step
>10, 298/693, d1=0.670, d2=0.674 g=0.762
2/2 [==============================] - 0s 18ms/step
>10, 299/693, d1=0.704, d2=0.688 g=0.773
2/2 [==============================] - 0s 19ms/step
>10, 300/693, d1=0.670, d2=0.691 g=0.784
2/2 [==============================] - 0s 20ms/step
>10, 301/693, d1=0.674, d2=0.684 g=0.760
2/2 [==============================] - 0s 16ms/step
>10, 302/693, d1=0.667, d2=0.657 g=0.755
2/2 [==============================] - 0s 19ms/step
>10, 303/693, d1=0.689, d2=0.712 g=0.745
2/2 [==============================] - 0s 17ms/step
>10, 304/693, d1=0.662, d2=0.690 g=0.759
2/2 [==============================] - 0s 19ms/step
>10, 305/693, d1=0.693, d2=0.672 g=0.755
2/2 [==============================] - 0s 20ms/step
>10, 306/693, d1=0.672, d2=0.673 g=0.755
2/2 [==============================] - 0s 19ms/step
>10, 307/693, d1=0.664, d2=0.695 g=0.750
2/2 [==============================] - 0s 18ms/step
>10, 308/693, d1=0.694, d2=0.692 g=0.758
2/2 [==============================] - 0s 19ms/step
>10, 309/693, d1=0.654, d2=0.732 g=0.754
2/2 [==============================] - 0s 18ms/step
>10, 310/693, d1=0.675, d2=0.666 g=0.767
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
>10, 312/693, d1=0.668, d2=0.685 g=0.745
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
>10, 314/693, d1=0.656, d2=0.651 g=0.751
2/2 [==============================] - 0s 18ms/step
>10, 315/693, d1=0.699, d2=0.690 g=0.752
2/2 [==============================] - 0s 19ms/step
>10, 316/693, d1=0.687, d2=0.707 g=0.757
2/2 [==============================] - 0s 17ms/step
>10, 317/693, d1=0.647, d2=0.712 g=0.786
2/2 [==============================] - 0s 19ms/step
>10, 318/693, d1=0.658, d2=0.667 g=0.762
2/2 [==============================] - 0s 19ms/step
>10, 319/693, d1=0.695, d2=0.685 g=0.774
2/2 [==============================] - 0s 18ms/step
>10, 320/693, d1=0.662, d2=0.659 g=0.742
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
>10, 322/693, d1=0.680, d2=0.673 g=0.763
2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
>10, 324/693, d1=0.676, d2=0.686 g=0.775
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
>10, 328/693, d1=0.681, d2=0.678 g=0.772
2/2 [==============================] - 0s 19ms/step
>10, 329/693, d1=0.670, d2=0.672 g=0.756
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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>10, 352/693, d1=0.687, d2=0.677 g=0.759
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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>10, 424/693, d1=0.701, d2=0.707 g=0.750
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2/2 [==============================] - 0s 18ms/step
>10, 428/693, d1=0.679, d2=0.676 g=0.791
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2/2 [==============================] - 0s 18ms/step
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>10, 432/693, d1=0.662, d2=0.688 g=0.774
2/2 [==============================] - 0s 17ms/step
>10, 433/693, d1=0.682, d2=0.686 g=0.768
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>10, 435/693, d1=0.679, d2=0.661 g=0.774
2/2 [==============================] - 0s 17ms/step
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>10, 440/693, d1=0.671, d2=0.686 g=0.796
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2/2 [==============================] - 0s 19ms/step
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>10, 449/693, d1=0.683, d2=0.682 g=0.765
2/2 [==============================] - 0s 18ms/step
>10, 450/693, d1=0.668, d2=0.713 g=0.779
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
>10, 457/693, d1=0.667, d2=0.679 g=0.770
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
>10, 459/693, d1=0.670, d2=0.674 g=0.757
2/2 [==============================] - 0s 19ms/step
>10, 460/693, d1=0.686, d2=0.695 g=0.751
2/2 [==============================] - 0s 19ms/step
>10, 461/693, d1=0.676, d2=0.691 g=0.737
2/2 [==============================] - 0s 19ms/step
>10, 462/693, d1=0.638, d2=0.710 g=0.751
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
>10, 467/693, d1=0.679, d2=0.689 g=0.787
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
>10, 469/693, d1=0.707, d2=0.679 g=0.770
2/2 [==============================] - 0s 19ms/step
>10, 470/693, d1=0.698, d2=0.674 g=0.768
2/2 [==============================] - 0s 17ms/step
>10, 471/693, d1=0.700, d2=0.672 g=0.745
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
>10, 473/693, d1=0.685, d2=0.662 g=0.746
2/2 [==============================] - 0s 19ms/step
>10, 474/693, d1=0.650, d2=0.680 g=0.753
2/2 [==============================] - 0s 17ms/step
>10, 475/693, d1=0.671, d2=0.712 g=0.732
2/2 [==============================] - 0s 19ms/step
>10, 476/693, d1=0.649, d2=0.691 g=0.756
2/2 [==============================] - 0s 19ms/step
>10, 477/693, d1=0.660, d2=0.707 g=0.782
2/2 [==============================] - 0s 19ms/step
>10, 478/693, d1=0.674, d2=0.697 g=0.776
2/2 [==============================] - 0s 19ms/step
>10, 479/693, d1=0.695, d2=0.684 g=0.749
2/2 [==============================] - 0s 19ms/step
>10, 480/693, d1=0.682, d2=0.712 g=0.783
2/2 [==============================] - 0s 18ms/step
>10, 481/693, d1=0.683, d2=0.686 g=0.756
2/2 [==============================] - 0s 21ms/step
>10, 482/693, d1=0.690, d2=0.668 g=0.800
2/2 [==============================] - 0s 20ms/step
>10, 483/693, d1=0.654, d2=0.681 g=0.754
2/2 [==============================] - 0s 18ms/step
>10, 484/693, d1=0.681, d2=0.724 g=0.779
2/2 [==============================] - 0s 18ms/step
>10, 485/693, d1=0.696, d2=0.674 g=0.785
2/2 [==============================] - 0s 17ms/step
>10, 486/693, d1=0.684, d2=0.654 g=0.784
2/2 [==============================] - 0s 20ms/step
>10, 487/693, d1=0.634, d2=0.654 g=0.768
2/2 [==============================] - 0s 20ms/step
>10, 488/693, d1=0.697, d2=0.661 g=0.762
2/2 [==============================] - 0s 19ms/step
>10, 489/693, d1=0.676, d2=0.678 g=0.749
2/2 [==============================] - 0s 19ms/step
>10, 490/693, d1=0.677, d2=0.740 g=0.753
2/2 [==============================] - 0s 19ms/step
>10, 491/693, d1=0.678, d2=0.695 g=0.740
2/2 [==============================] - 0s 18ms/step
>10, 492/693, d1=0.643, d2=0.700 g=0.754
2/2 [==============================] - 0s 19ms/step
>10, 493/693, d1=0.664, d2=0.673 g=0.749
2/2 [==============================] - 0s 18ms/step
>10, 494/693, d1=0.668, d2=0.687 g=0.764
2/2 [==============================] - 0s 18ms/step
>10, 495/693, d1=0.699, d2=0.645 g=0.778
2/2 [==============================] - 0s 20ms/step
>10, 496/693, d1=0.697, d2=0.688 g=0.764
2/2 [==============================] - 0s 19ms/step
>10, 497/693, d1=0.678, d2=0.669 g=0.785
2/2 [==============================] - 0s 19ms/step
>10, 498/693, d1=0.698, d2=0.672 g=0.786
2/2 [==============================] - 0s 20ms/step
>10, 499/693, d1=0.680, d2=0.665 g=0.772
2/2 [==============================] - 0s 19ms/step
>10, 500/693, d1=0.686, d2=0.696 g=0.756
2/2 [==============================] - 0s 19ms/step
>10, 501/693, d1=0.680, d2=0.689 g=0.760
2/2 [==============================] - 0s 18ms/step
>10, 502/693, d1=0.675, d2=0.684 g=0.776
2/2 [==============================] - 0s 17ms/step
>10, 503/693, d1=0.660, d2=0.742 g=0.737
2/2 [==============================] - 0s 17ms/step
>10, 504/693, d1=0.634, d2=0.695 g=0.756
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
>10, 509/693, d1=0.686, d2=0.674 g=0.761
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
>10, 511/693, d1=0.684, d2=0.663 g=0.767
2/2 [==============================] - 0s 17ms/step
>10, 512/693, d1=0.673, d2=0.694 g=0.729
2/2 [==============================] - 0s 20ms/step
>10, 513/693, d1=0.676, d2=0.713 g=0.740
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
>10, 515/693, d1=0.674, d2=0.717 g=0.771
2/2 [==============================] - 0s 18ms/step
>10, 516/693, d1=0.661, d2=0.696 g=0.751
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
>10, 520/693, d1=0.681, d2=0.681 g=0.759
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
>10, 532/693, d1=0.701, d2=0.662 g=0.754
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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>10, 544/693, d1=0.671, d2=0.705 g=0.753
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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>10, 567/693, d1=0.688, d2=0.699 g=0.770
2/2 [==============================] - 0s 19ms/step
>10, 568/693, d1=0.680, d2=0.683 g=0.750
2/2 [==============================] - 0s 19ms/step
>10, 569/693, d1=0.658, d2=0.662 g=0.772
2/2 [==============================] - 0s 19ms/step
>10, 570/693, d1=0.692, d2=0.682 g=0.761
2/2 [==============================] - 0s 17ms/step
>10, 571/693, d1=0.668, d2=0.707 g=0.769
2/2 [==============================] - 0s 19ms/step
>10, 572/693, d1=0.700, d2=0.639 g=0.787
2/2 [==============================] - 0s 19ms/step
>10, 573/693, d1=0.690, d2=0.672 g=0.753
2/2 [==============================] - 0s 18ms/step
>10, 574/693, d1=0.668, d2=0.685 g=0.748
2/2 [==============================] - 0s 20ms/step
>10, 575/693, d1=0.676, d2=0.669 g=0.742
2/2 [==============================] - 0s 17ms/step
>10, 576/693, d1=0.652, d2=0.708 g=0.757
2/2 [==============================] - 0s 20ms/step
>10, 577/693, d1=0.686, d2=0.736 g=0.781
2/2 [==============================] - 0s 18ms/step
>10, 578/693, d1=0.648, d2=0.660 g=0.825
2/2 [==============================] - 0s 20ms/step
>10, 579/693, d1=0.694, d2=0.648 g=0.806
2/2 [==============================] - 0s 18ms/step
>10, 580/693, d1=0.706, d2=0.669 g=0.767
2/2 [==============================] - 0s 21ms/step
>10, 581/693, d1=0.685, d2=0.662 g=0.761
2/2 [==============================] - 0s 20ms/step
>10, 582/693, d1=0.689, d2=0.678 g=0.789
2/2 [==============================] - 0s 17ms/step
>10, 583/693, d1=0.657, d2=0.683 g=0.765
2/2 [==============================] - 0s 18ms/step
>10, 584/693, d1=0.658, d2=0.711 g=0.746
2/2 [==============================] - 0s 18ms/step
>10, 585/693, d1=0.685, d2=0.670 g=0.785
2/2 [==============================] - 0s 19ms/step
>10, 586/693, d1=0.679, d2=0.664 g=0.779
2/2 [==============================] - 0s 19ms/step
>10, 587/693, d1=0.703, d2=0.672 g=0.800
2/2 [==============================] - 0s 18ms/step
>10, 588/693, d1=0.706, d2=0.663 g=0.748
2/2 [==============================] - 0s 18ms/step
>10, 589/693, d1=0.689, d2=0.680 g=0.759
2/2 [==============================] - 0s 20ms/step
>10, 590/693, d1=0.688, d2=0.668 g=0.767
2/2 [==============================] - 0s 19ms/step
>10, 591/693, d1=0.682, d2=0.676 g=0.770
2/2 [==============================] - 0s 19ms/step
>10, 592/693, d1=0.665, d2=0.678 g=0.744
2/2 [==============================] - 0s 18ms/step
>10, 593/693, d1=0.648, d2=0.678 g=0.740
2/2 [==============================] - 0s 20ms/step
>10, 594/693, d1=0.647, d2=0.727 g=0.764
2/2 [==============================] - 0s 19ms/step
>10, 595/693, d1=0.674, d2=0.666 g=0.797
2/2 [==============================] - 0s 19ms/step
>10, 596/693, d1=0.661, d2=0.660 g=0.790
2/2 [==============================] - 0s 19ms/step
>10, 597/693, d1=0.669, d2=0.682 g=0.748
2/2 [==============================] - 0s 19ms/step
>10, 598/693, d1=0.688, d2=0.669 g=0.769
2/2 [==============================] - 0s 17ms/step
>10, 599/693, d1=0.680, d2=0.685 g=0.747
2/2 [==============================] - 0s 18ms/step
>10, 600/693, d1=0.660, d2=0.690 g=0.758
2/2 [==============================] - 0s 17ms/step
>10, 601/693, d1=0.648, d2=0.708 g=0.765
2/2 [==============================] - 0s 20ms/step
>10, 602/693, d1=0.661, d2=0.680 g=0.769
2/2 [==============================] - 0s 19ms/step
>10, 603/693, d1=0.698, d2=0.665 g=0.746
2/2 [==============================] - 0s 19ms/step
>10, 604/693, d1=0.631, d2=0.710 g=0.737
2/2 [==============================] - 0s 17ms/step
>10, 605/693, d1=0.665, d2=0.668 g=0.774
2/2 [==============================] - 0s 19ms/step
>10, 606/693, d1=0.660, d2=0.691 g=0.755
2/2 [==============================] - 0s 17ms/step
>10, 607/693, d1=0.647, d2=0.706 g=0.750
2/2 [==============================] - 0s 19ms/step
>10, 608/693, d1=0.665, d2=0.674 g=0.755
2/2 [==============================] - 0s 19ms/step
>10, 609/693, d1=0.666, d2=0.683 g=0.732
2/2 [==============================] - 0s 18ms/step
>10, 610/693, d1=0.631, d2=0.726 g=0.758
2/2 [==============================] - 0s 19ms/step
>10, 611/693, d1=0.642, d2=0.751 g=0.738
2/2 [==============================] - 0s 20ms/step
>10, 612/693, d1=0.648, d2=0.682 g=0.754
2/2 [==============================] - 0s 20ms/step
>10, 613/693, d1=0.720, d2=0.694 g=0.762
2/2 [==============================] - 0s 17ms/step
>10, 614/693, d1=0.645, d2=0.686 g=0.761
2/2 [==============================] - 0s 18ms/step
>10, 615/693, d1=0.664, d2=0.670 g=0.779
2/2 [==============================] - 0s 19ms/step
>10, 616/693, d1=0.676, d2=0.703 g=0.770
2/2 [==============================] - 0s 18ms/step
>10, 617/693, d1=0.672, d2=0.676 g=0.798
2/2 [==============================] - 0s 19ms/step
>10, 618/693, d1=0.672, d2=0.671 g=0.779
2/2 [==============================] - 0s 20ms/step
>10, 619/693, d1=0.668, d2=0.664 g=0.781
2/2 [==============================] - 0s 18ms/step
>10, 620/693, d1=0.664, d2=0.652 g=0.787
2/2 [==============================] - 0s 18ms/step
>10, 621/693, d1=0.693, d2=0.693 g=0.774
2/2 [==============================] - 0s 20ms/step
>10, 622/693, d1=0.675, d2=0.718 g=0.790
2/2 [==============================] - 0s 19ms/step
>10, 623/693, d1=0.679, d2=0.658 g=0.782
2/2 [==============================] - 0s 19ms/step
>10, 624/693, d1=0.691, d2=0.667 g=0.780
2/2 [==============================] - 0s 20ms/step
>10, 625/693, d1=0.689, d2=0.642 g=0.793
2/2 [==============================] - 0s 19ms/step
>10, 626/693, d1=0.715, d2=0.673 g=0.787
2/2 [==============================] - 0s 18ms/step
>10, 627/693, d1=0.666, d2=0.686 g=0.780
2/2 [==============================] - 0s 18ms/step
>10, 628/693, d1=0.678, d2=0.689 g=0.776
2/2 [==============================] - 0s 18ms/step
>10, 629/693, d1=0.688, d2=0.655 g=0.776
2/2 [==============================] - 0s 19ms/step
>10, 630/693, d1=0.659, d2=0.674 g=0.773
2/2 [==============================] - 0s 17ms/step
>10, 631/693, d1=0.695, d2=0.672 g=0.779
2/2 [==============================] - 0s 19ms/step
>10, 632/693, d1=0.705, d2=0.688 g=0.783
2/2 [==============================] - 0s 20ms/step
>10, 633/693, d1=0.674, d2=0.702 g=0.763
2/2 [==============================] - 0s 18ms/step
>10, 634/693, d1=0.713, d2=0.680 g=0.780
2/2 [==============================] - 0s 18ms/step
>10, 635/693, d1=0.702, d2=0.651 g=0.777
2/2 [==============================] - 0s 18ms/step
>10, 636/693, d1=0.664, d2=0.688 g=0.774
2/2 [==============================] - 0s 19ms/step
>10, 637/693, d1=0.659, d2=0.690 g=0.796
2/2 [==============================] - 0s 19ms/step
>10, 638/693, d1=0.664, d2=0.668 g=0.780
2/2 [==============================] - 0s 19ms/step
>10, 639/693, d1=0.715, d2=0.658 g=0.763
2/2 [==============================] - 0s 19ms/step
>10, 640/693, d1=0.673, d2=0.673 g=0.775
2/2 [==============================] - 0s 19ms/step
>10, 641/693, d1=0.664, d2=0.672 g=0.755
2/2 [==============================] - 0s 18ms/step
>10, 642/693, d1=0.703, d2=0.691 g=0.731
2/2 [==============================] - 0s 18ms/step
>10, 643/693, d1=0.697, d2=0.637 g=0.760
2/2 [==============================] - 0s 19ms/step
>10, 644/693, d1=0.676, d2=0.687 g=0.767
2/2 [==============================] - 0s 18ms/step
>10, 645/693, d1=0.675, d2=0.668 g=0.772
2/2 [==============================] - 0s 19ms/step
>10, 646/693, d1=0.664, d2=0.663 g=0.758
2/2 [==============================] - 0s 18ms/step
>10, 647/693, d1=0.691, d2=0.660 g=0.783
2/2 [==============================] - 0s 18ms/step
>10, 648/693, d1=0.680, d2=0.656 g=0.775
2/2 [==============================] - 0s 18ms/step
>10, 649/693, d1=0.703, d2=0.678 g=0.775
2/2 [==============================] - 0s 19ms/step
>10, 650/693, d1=0.659, d2=0.677 g=0.792
2/2 [==============================] - 0s 18ms/step
>10, 651/693, d1=0.687, d2=0.654 g=0.782
2/2 [==============================] - 0s 20ms/step
>10, 652/693, d1=0.684, d2=0.655 g=0.809
2/2 [==============================] - 0s 18ms/step
>10, 653/693, d1=0.701, d2=0.671 g=0.771
2/2 [==============================] - 0s 19ms/step
>10, 654/693, d1=0.686, d2=0.703 g=0.776
2/2 [==============================] - 0s 20ms/step
>10, 655/693, d1=0.708, d2=0.679 g=0.785
2/2 [==============================] - 0s 19ms/step
>10, 656/693, d1=0.676, d2=0.676 g=0.779
2/2 [==============================] - 0s 19ms/step
>10, 657/693, d1=0.689, d2=0.682 g=0.772
2/2 [==============================] - 0s 18ms/step
>10, 658/693, d1=0.683, d2=0.680 g=0.790
2/2 [==============================] - 0s 18ms/step
>10, 659/693, d1=0.673, d2=0.659 g=0.772
2/2 [==============================] - 0s 19ms/step
>10, 660/693, d1=0.657, d2=0.705 g=0.759
2/2 [==============================] - 0s 18ms/step
>10, 661/693, d1=0.671, d2=0.630 g=0.782
2/2 [==============================] - 0s 20ms/step
>10, 662/693, d1=0.676, d2=0.649 g=0.795
2/2 [==============================] - 0s 17ms/step
>10, 663/693, d1=0.710, d2=0.671 g=0.784
2/2 [==============================] - 0s 18ms/step
>10, 664/693, d1=0.693, d2=0.639 g=0.779
2/2 [==============================] - 0s 19ms/step
>10, 665/693, d1=0.684, d2=0.641 g=0.781
2/2 [==============================] - 0s 19ms/step
>10, 666/693, d1=0.667, d2=0.684 g=0.769
2/2 [==============================] - 0s 18ms/step
>10, 667/693, d1=0.697, d2=0.649 g=0.765
2/2 [==============================] - 0s 18ms/step
>10, 668/693, d1=0.653, d2=0.694 g=0.778
2/2 [==============================] - 0s 18ms/step
>10, 669/693, d1=0.685, d2=0.716 g=0.754
2/2 [==============================] - 0s 19ms/step
>10, 670/693, d1=0.676, d2=0.663 g=0.773
2/2 [==============================] - 0s 17ms/step
>10, 671/693, d1=0.678, d2=0.710 g=0.748
2/2 [==============================] - 0s 20ms/step
>10, 672/693, d1=0.692, d2=0.665 g=0.778
2/2 [==============================] - 0s 17ms/step
>10, 673/693, d1=0.673, d2=0.679 g=0.759
2/2 [==============================] - 0s 17ms/step
>10, 674/693, d1=0.643, d2=0.681 g=0.735
2/2 [==============================] - 0s 17ms/step
>10, 675/693, d1=0.666, d2=0.697 g=0.745
2/2 [==============================] - 0s 19ms/step
>10, 676/693, d1=0.610, d2=0.714 g=0.766
2/2 [==============================] - 0s 20ms/step
>10, 677/693, d1=0.694, d2=0.663 g=0.759
2/2 [==============================] - 0s 20ms/step
>10, 678/693, d1=0.699, d2=0.669 g=0.755
2/2 [==============================] - 0s 20ms/step
>10, 679/693, d1=0.660, d2=0.686 g=0.754
2/2 [==============================] - 0s 18ms/step
>10, 680/693, d1=0.673, d2=0.707 g=0.781
2/2 [==============================] - 0s 19ms/step
>10, 681/693, d1=0.698, d2=0.677 g=0.769
2/2 [==============================] - 0s 17ms/step
>10, 682/693, d1=0.677, d2=0.679 g=0.756
2/2 [==============================] - 0s 19ms/step
>10, 683/693, d1=0.680, d2=0.670 g=0.765
2/2 [==============================] - 0s 19ms/step
>10, 684/693, d1=0.667, d2=0.686 g=0.750
2/2 [==============================] - 0s 19ms/step
>10, 685/693, d1=0.664, d2=0.694 g=0.762
2/2 [==============================] - 0s 19ms/step
>10, 686/693, d1=0.648, d2=0.680 g=0.733
2/2 [==============================] - 0s 19ms/step
>10, 687/693, d1=0.677, d2=0.714 g=0.740
2/2 [==============================] - 0s 17ms/step
>10, 688/693, d1=0.673, d2=0.693 g=0.745
2/2 [==============================] - 0s 20ms/step
>10, 689/693, d1=0.702, d2=0.666 g=0.791
2/2 [==============================] - 0s 17ms/step
>10, 690/693, d1=0.700, d2=0.652 g=0.800
2/2 [==============================] - 0s 18ms/step
>10, 691/693, d1=0.676, d2=0.673 g=0.793
2/2 [==============================] - 0s 20ms/step
>10, 692/693, d1=0.651, d2=0.655 g=0.760
2/2 [==============================] - 0s 19ms/step
>10, 693/693, d1=0.691, d2=0.663 g=0.755
5/5 [==============================] - 0s 76ms/step
>Accuracy real: 59%, fake: 75%
>SSIM score: 0.1155
WARNING:tensorflow:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.
5/5 [==============================] - 0s 53ms/step
2/2 [==============================] - 0s 24ms/step
>11, 1/693, d1=0.677, d2=0.663 g=0.762
2/2 [==============================] - 0s 19ms/step
>11, 2/693, d1=0.643, d2=0.722 g=0.734
2/2 [==============================] - 0s 16ms/step
>11, 3/693, d1=0.650, d2=0.668 g=0.744
2/2 [==============================] - 0s 20ms/step
>11, 4/693, d1=0.665, d2=0.697 g=0.737
2/2 [==============================] - 0s 19ms/step
>11, 5/693, d1=0.677, d2=0.656 g=0.756
2/2 [==============================] - 0s 18ms/step
>11, 6/693, d1=0.636, d2=0.704 g=0.770
2/2 [==============================] - 0s 20ms/step
>11, 7/693, d1=0.695, d2=0.694 g=0.762
2/2 [==============================] - 0s 19ms/step
>11, 8/693, d1=0.701, d2=0.677 g=0.765
2/2 [==============================] - 0s 17ms/step
>11, 9/693, d1=0.678, d2=0.690 g=0.777
2/2 [==============================] - 0s 18ms/step
>11, 10/693, d1=0.699, d2=0.683 g=0.757
2/2 [==============================] - 0s 18ms/step
>11, 11/693, d1=0.681, d2=0.687 g=0.759
2/2 [==============================] - 0s 19ms/step
>11, 12/693, d1=0.674, d2=0.738 g=0.731
2/2 [==============================] - 0s 18ms/step
>11, 13/693, d1=0.654, d2=0.676 g=0.793
2/2 [==============================] - 0s 18ms/step
>11, 14/693, d1=0.690, d2=0.653 g=0.768
2/2 [==============================] - 0s 20ms/step
>11, 15/693, d1=0.680, d2=0.669 g=0.783
2/2 [==============================] - 0s 18ms/step
>11, 16/693, d1=0.691, d2=0.651 g=0.755
2/2 [==============================] - 0s 17ms/step
>11, 17/693, d1=0.684, d2=0.647 g=0.781
2/2 [==============================] - 0s 18ms/step
>11, 18/693, d1=0.648, d2=0.695 g=0.739
2/2 [==============================] - 0s 21ms/step
>11, 19/693, d1=0.669, d2=0.683 g=0.753
2/2 [==============================] - 0s 19ms/step
>11, 20/693, d1=0.637, d2=0.703 g=0.776
2/2 [==============================] - 0s 17ms/step
>11, 21/693, d1=0.666, d2=0.681 g=0.787
2/2 [==============================] - 0s 20ms/step
>11, 22/693, d1=0.683, d2=0.655 g=0.776
2/2 [==============================] - 0s 19ms/step
>11, 23/693, d1=0.656, d2=0.669 g=0.778
2/2 [==============================] - 0s 20ms/step
>11, 24/693, d1=0.666, d2=0.683 g=0.774
2/2 [==============================] - 0s 19ms/step
>11, 25/693, d1=0.708, d2=0.678 g=0.748
2/2 [==============================] - 0s 18ms/step
>11, 26/693, d1=0.663, d2=0.677 g=0.768
2/2 [==============================] - 0s 20ms/step
>11, 27/693, d1=0.732, d2=0.679 g=0.779
2/2 [==============================] - 0s 19ms/step
>11, 28/693, d1=0.686, d2=0.686 g=0.776
2/2 [==============================] - 0s 19ms/step
>11, 29/693, d1=0.681, d2=0.671 g=0.776
2/2 [==============================] - 0s 20ms/step
>11, 30/693, d1=0.679, d2=0.686 g=0.762
2/2 [==============================] - 0s 17ms/step
>11, 31/693, d1=0.632, d2=0.674 g=0.764
2/2 [==============================] - 0s 19ms/step
>11, 32/693, d1=0.670, d2=0.670 g=0.781
2/2 [==============================] - 0s 19ms/step
>11, 33/693, d1=0.661, d2=0.684 g=0.753
2/2 [==============================] - 0s 19ms/step
>11, 34/693, d1=0.665, d2=0.712 g=0.772
2/2 [==============================] - 0s 18ms/step
>11, 35/693, d1=0.675, d2=0.681 g=0.767
2/2 [==============================] - 0s 18ms/step
>11, 36/693, d1=0.673, d2=0.701 g=0.778
2/2 [==============================] - 0s 18ms/step
>11, 37/693, d1=0.673, d2=0.686 g=0.774
2/2 [==============================] - 0s 19ms/step
>11, 38/693, d1=0.684, d2=0.667 g=0.777
2/2 [==============================] - 0s 20ms/step
>11, 39/693, d1=0.672, d2=0.666 g=0.766
2/2 [==============================] - 0s 18ms/step
>11, 40/693, d1=0.670, d2=0.654 g=0.769
2/2 [==============================] - 0s 17ms/step
>11, 41/693, d1=0.713, d2=0.674 g=0.773
2/2 [==============================] - 0s 19ms/step
>11, 42/693, d1=0.666, d2=0.676 g=0.760
2/2 [==============================] - 0s 19ms/step
>11, 43/693, d1=0.663, d2=0.716 g=0.760
2/2 [==============================] - 0s 18ms/step
>11, 44/693, d1=0.653, d2=0.681 g=0.750
2/2 [==============================] - 0s 19ms/step
>11, 45/693, d1=0.662, d2=0.702 g=0.795
2/2 [==============================] - 0s 19ms/step
>11, 46/693, d1=0.679, d2=0.683 g=0.795
2/2 [==============================] - 0s 20ms/step
>11, 47/693, d1=0.690, d2=0.687 g=0.753
2/2 [==============================] - 0s 21ms/step
>11, 48/693, d1=0.660, d2=0.672 g=0.766
2/2 [==============================] - 0s 20ms/step
>11, 49/693, d1=0.654, d2=0.659 g=0.762
2/2 [==============================] - 0s 18ms/step
>11, 50/693, d1=0.648, d2=0.691 g=0.770
2/2 [==============================] - 0s 19ms/step
>11, 51/693, d1=0.669, d2=0.697 g=0.762
2/2 [==============================] - 0s 17ms/step
>11, 52/693, d1=0.689, d2=0.673 g=0.734
2/2 [==============================] - 0s 19ms/step
>11, 53/693, d1=0.673, d2=0.699 g=0.748
2/2 [==============================] - 0s 18ms/step
>11, 54/693, d1=0.621, d2=0.673 g=0.755
2/2 [==============================] - 0s 18ms/step
>11, 55/693, d1=0.616, d2=0.687 g=0.777
2/2 [==============================] - 0s 19ms/step
>11, 56/693, d1=0.685, d2=0.729 g=0.777
2/2 [==============================] - 0s 20ms/step
>11, 57/693, d1=0.668, d2=0.671 g=0.781
2/2 [==============================] - 0s 18ms/step
>11, 58/693, d1=0.682, d2=0.669 g=0.813
2/2 [==============================] - 0s 18ms/step
>11, 59/693, d1=0.677, d2=0.658 g=0.778
2/2 [==============================] - 0s 18ms/step
>11, 60/693, d1=0.692, d2=0.669 g=0.793
2/2 [==============================] - 0s 19ms/step
>11, 61/693, d1=0.717, d2=0.672 g=0.785
2/2 [==============================] - 0s 19ms/step
>11, 62/693, d1=0.667, d2=0.683 g=0.789
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
>12, 64/693, d1=0.645, d2=0.671 g=0.774
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
>12, 68/693, d1=0.701, d2=0.688 g=0.791
2/2 [==============================] - 0s 18ms/step
>12, 69/693, d1=0.678, d2=0.666 g=0.794
2/2 [==============================] - 0s 19ms/step
>12, 70/693, d1=0.650, d2=0.678 g=0.780
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
>12, 72/693, d1=0.683, d2=0.673 g=0.797
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
>12, 74/693, d1=0.668, d2=0.677 g=0.782
2/2 [==============================] - 0s 19ms/step
>12, 75/693, d1=0.689, d2=0.661 g=0.767
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
>12, 79/693, d1=0.666, d2=0.690 g=0.785
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
>12, 86/693, d1=0.645, d2=0.674 g=0.757
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 17ms/step
>12, 93/693, d1=0.652, d2=0.687 g=0.790
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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>12, 136/693, d1=0.679, d2=0.684 g=0.759
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
>12, 143/693, d1=0.665, d2=0.711 g=0.753
2/2 [==============================] - 0s 19ms/step
>12, 144/693, d1=0.690, d2=0.688 g=0.775
2/2 [==============================] - 0s 18ms/step
>12, 145/693, d1=0.651, d2=0.670 g=0.775
2/2 [==============================] - 0s 18ms/step
>12, 146/693, d1=0.686, d2=0.655 g=0.794
2/2 [==============================] - 0s 20ms/step
>12, 147/693, d1=0.675, d2=0.708 g=0.770
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
>12, 152/693, d1=0.678, d2=0.695 g=0.787
2/2 [==============================] - 0s 19ms/step
>12, 153/693, d1=0.651, d2=0.671 g=0.770
2/2 [==============================] - 0s 19ms/step
>12, 154/693, d1=0.689, d2=0.681 g=0.799
2/2 [==============================] - 0s 18ms/step
>12, 155/693, d1=0.709, d2=0.645 g=0.793
2/2 [==============================] - 0s 18ms/step
>12, 156/693, d1=0.695, d2=0.658 g=0.802
2/2 [==============================] - 0s 20ms/step
>12, 157/693, d1=0.684, d2=0.667 g=0.752
2/2 [==============================] - 0s 19ms/step
>12, 158/693, d1=0.643, d2=0.672 g=0.767
2/2 [==============================] - 0s 20ms/step
>12, 159/693, d1=0.685, d2=0.690 g=0.762
2/2 [==============================] - 0s 17ms/step
>12, 160/693, d1=0.674, d2=0.669 g=0.783
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
>12, 163/693, d1=0.652, d2=0.673 g=0.763
2/2 [==============================] - 0s 19ms/step
>12, 164/693, d1=0.681, d2=0.698 g=0.768
2/2 [==============================] - 0s 20ms/step
>12, 165/693, d1=0.683, d2=0.691 g=0.798
2/2 [==============================] - 0s 18ms/step
>12, 166/693, d1=0.673, d2=0.658 g=0.754
2/2 [==============================] - 0s 18ms/step
>12, 167/693, d1=0.695, d2=0.688 g=0.762
2/2 [==============================] - 0s 20ms/step
>12, 168/693, d1=0.684, d2=0.692 g=0.760
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
>12, 170/693, d1=0.691, d2=0.641 g=0.779
2/2 [==============================] - 0s 19ms/step
>12, 171/693, d1=0.671, d2=0.682 g=0.776
2/2 [==============================] - 0s 19ms/step
>12, 172/693, d1=0.678, d2=0.658 g=0.797
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
>12, 174/693, d1=0.666, d2=0.701 g=0.797
2/2 [==============================] - 0s 19ms/step
>12, 175/693, d1=0.674, d2=0.658 g=0.772
2/2 [==============================] - 0s 19ms/step
>12, 176/693, d1=0.693, d2=0.658 g=0.759
2/2 [==============================] - 0s 19ms/step
>12, 177/693, d1=0.686, d2=0.675 g=0.771
2/2 [==============================] - 0s 18ms/step
>12, 178/693, d1=0.688, d2=0.725 g=0.777
2/2 [==============================] - 0s 17ms/step
>12, 179/693, d1=0.698, d2=0.662 g=0.770
2/2 [==============================] - 0s 19ms/step
>12, 180/693, d1=0.679, d2=0.670 g=0.791
2/2 [==============================] - 0s 18ms/step
>12, 181/693, d1=0.709, d2=0.668 g=0.773
2/2 [==============================] - 0s 17ms/step
>12, 182/693, d1=0.683, d2=0.659 g=0.771
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
>12, 185/693, d1=0.666, d2=0.681 g=0.747
2/2 [==============================] - 0s 17ms/step
>12, 186/693, d1=0.635, d2=0.711 g=0.779
2/2 [==============================] - 0s 20ms/step
>12, 187/693, d1=0.685, d2=0.646 g=0.767
2/2 [==============================] - 0s 19ms/step
>12, 188/693, d1=0.658, d2=0.661 g=0.792
2/2 [==============================] - 0s 19ms/step
>12, 189/693, d1=0.612, d2=0.656 g=0.774
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
>12, 191/693, d1=0.660, d2=0.678 g=0.765
2/2 [==============================] - 0s 18ms/step
>12, 192/693, d1=0.660, d2=0.680 g=0.775
2/2 [==============================] - 0s 19ms/step
>12, 193/693, d1=0.668, d2=0.669 g=0.756
2/2 [==============================] - 0s 20ms/step
>12, 194/693, d1=0.680, d2=0.681 g=0.759
2/2 [==============================] - 0s 18ms/step
>12, 195/693, d1=0.656, d2=0.711 g=0.795
2/2 [==============================] - 0s 18ms/step
>12, 196/693, d1=0.678, d2=0.679 g=0.757
2/2 [==============================] - 0s 18ms/step
>12, 197/693, d1=0.690, d2=0.665 g=0.781
2/2 [==============================] - 0s 17ms/step
>12, 198/693, d1=0.658, d2=0.700 g=0.773
2/2 [==============================] - 0s 18ms/step
>12, 199/693, d1=0.666, d2=0.672 g=0.795
2/2 [==============================] - 0s 18ms/step
>12, 200/693, d1=0.673, d2=0.651 g=0.768
2/2 [==============================] - 0s 18ms/step
>12, 201/693, d1=0.678, d2=0.681 g=0.795
2/2 [==============================] - 0s 19ms/step
>12, 202/693, d1=0.680, d2=0.649 g=0.803
2/2 [==============================] - 0s 19ms/step
>12, 203/693, d1=0.652, d2=0.649 g=0.766
2/2 [==============================] - 0s 17ms/step
>12, 204/693, d1=0.670, d2=0.710 g=0.758
2/2 [==============================] - 0s 18ms/step
>12, 205/693, d1=0.669, d2=0.693 g=0.777
2/2 [==============================] - 0s 19ms/step
>12, 206/693, d1=0.674, d2=0.668 g=0.804
2/2 [==============================] - 0s 17ms/step
>12, 207/693, d1=0.656, d2=0.660 g=0.773
2/2 [==============================] - 0s 20ms/step
>12, 208/693, d1=0.675, d2=0.643 g=0.750
2/2 [==============================] - 0s 19ms/step
>12, 209/693, d1=0.673, d2=0.658 g=0.787
2/2 [==============================] - 0s 18ms/step
>12, 210/693, d1=0.644, d2=0.680 g=0.799
2/2 [==============================] - 0s 18ms/step
>12, 211/693, d1=0.659, d2=0.683 g=0.768
2/2 [==============================] - 0s 20ms/step
>12, 212/693, d1=0.687, d2=0.688 g=0.767
2/2 [==============================] - 0s 18ms/step
>12, 213/693, d1=0.647, d2=0.646 g=0.771
2/2 [==============================] - 0s 17ms/step
>12, 214/693, d1=0.676, d2=0.676 g=0.760
2/2 [==============================] - 0s 18ms/step
>12, 215/693, d1=0.628, d2=0.688 g=0.779
2/2 [==============================] - 0s 19ms/step
>12, 216/693, d1=0.648, d2=0.724 g=0.751
2/2 [==============================] - 0s 19ms/step
>12, 217/693, d1=0.664, d2=0.691 g=0.806
2/2 [==============================] - 0s 19ms/step
>12, 218/693, d1=0.688, d2=0.668 g=0.799
2/2 [==============================] - 0s 18ms/step
>12, 219/693, d1=0.673, d2=0.663 g=0.771
2/2 [==============================] - 0s 18ms/step
>12, 220/693, d1=0.717, d2=0.612 g=0.769
2/2 [==============================] - 0s 18ms/step
>12, 221/693, d1=0.646, d2=0.695 g=0.775
2/2 [==============================] - 0s 18ms/step
>12, 222/693, d1=0.666, d2=0.675 g=0.762
2/2 [==============================] - 0s 18ms/step
>12, 223/693, d1=0.643, d2=0.701 g=0.793
2/2 [==============================] - 0s 18ms/step
>12, 224/693, d1=0.675, d2=0.683 g=0.785
2/2 [==============================] - 0s 17ms/step
>12, 225/693, d1=0.684, d2=0.640 g=0.809
2/2 [==============================] - 0s 19ms/step
>12, 226/693, d1=0.688, d2=0.682 g=0.775
2/2 [==============================] - 0s 20ms/step
>12, 227/693, d1=0.688, d2=0.665 g=0.787
2/2 [==============================] - 0s 19ms/step
>12, 228/693, d1=0.659, d2=0.658 g=0.775
2/2 [==============================] - 0s 19ms/step
>12, 229/693, d1=0.688, d2=0.660 g=0.764
2/2 [==============================] - 0s 20ms/step
>12, 230/693, d1=0.670, d2=0.676 g=0.757
2/2 [==============================] - 0s 19ms/step
>12, 231/693, d1=0.690, d2=0.702 g=0.779
2/2 [==============================] - 0s 18ms/step
>12, 232/693, d1=0.677, d2=0.677 g=0.783
2/2 [==============================] - 0s 19ms/step
>12, 233/693, d1=0.678, d2=0.680 g=0.791
2/2 [==============================] - 0s 19ms/step
>12, 234/693, d1=0.656, d2=0.696 g=0.782
2/2 [==============================] - 0s 19ms/step
>12, 235/693, d1=0.648, d2=0.688 g=0.770
2/2 [==============================] - 0s 18ms/step
>12, 236/693, d1=0.712, d2=0.705 g=0.740
2/2 [==============================] - 0s 20ms/step
>12, 237/693, d1=0.651, d2=0.683 g=0.781
2/2 [==============================] - 0s 19ms/step
>12, 238/693, d1=0.644, d2=0.644 g=0.803
2/2 [==============================] - 0s 19ms/step
>12, 239/693, d1=0.669, d2=0.634 g=0.817
2/2 [==============================] - 0s 18ms/step
>12, 240/693, d1=0.651, d2=0.650 g=0.787
2/2 [==============================] - 0s 20ms/step
>12, 241/693, d1=0.675, d2=0.644 g=0.744
2/2 [==============================] - 0s 18ms/step
>12, 242/693, d1=0.661, d2=0.716 g=0.769
2/2 [==============================] - 0s 19ms/step
>12, 243/693, d1=0.625, d2=0.679 g=0.756
2/2 [==============================] - 0s 18ms/step
>12, 244/693, d1=0.652, d2=0.706 g=0.772
2/2 [==============================] - 0s 19ms/step
>12, 245/693, d1=0.686, d2=0.708 g=0.784
2/2 [==============================] - 0s 19ms/step
>12, 246/693, d1=0.708, d2=0.687 g=0.788
2/2 [==============================] - 0s 18ms/step
>12, 247/693, d1=0.675, d2=0.665 g=0.755
2/2 [==============================] - 0s 18ms/step
>12, 248/693, d1=0.676, d2=0.641 g=0.783
2/2 [==============================] - 0s 17ms/step
>12, 249/693, d1=0.631, d2=0.679 g=0.810
2/2 [==============================] - 0s 19ms/step
>12, 250/693, d1=0.726, d2=0.638 g=0.792
2/2 [==============================] - 0s 20ms/step
>12, 251/693, d1=0.712, d2=0.698 g=0.772
2/2 [==============================] - 0s 19ms/step
>12, 252/693, d1=0.671, d2=0.661 g=0.798
2/2 [==============================] - 0s 18ms/step
>12, 253/693, d1=0.680, d2=0.675 g=0.770
2/2 [==============================] - 0s 18ms/step
>12, 254/693, d1=0.692, d2=0.694 g=0.804
2/2 [==============================] - 0s 18ms/step
>12, 255/693, d1=0.652, d2=0.612 g=0.801
2/2 [==============================] - 0s 18ms/step
>12, 256/693, d1=0.714, d2=0.670 g=0.784
2/2 [==============================] - 0s 18ms/step
>12, 257/693, d1=0.683, d2=0.679 g=0.777
2/2 [==============================] - 0s 19ms/step
>12, 258/693, d1=0.663, d2=0.703 g=0.789
2/2 [==============================] - 0s 18ms/step
>12, 259/693, d1=0.669, d2=0.665 g=0.773
2/2 [==============================] - 0s 20ms/step
>12, 260/693, d1=0.728, d2=0.672 g=0.779
2/2 [==============================] - 0s 19ms/step
>12, 261/693, d1=0.704, d2=0.675 g=0.764
2/2 [==============================] - 0s 19ms/step
>12, 262/693, d1=0.664, d2=0.682 g=0.762
2/2 [==============================] - 0s 19ms/step
>12, 263/693, d1=0.702, d2=0.673 g=0.765
2/2 [==============================] - 0s 18ms/step
>12, 264/693, d1=0.708, d2=0.689 g=0.767
2/2 [==============================] - 0s 18ms/step
>12, 265/693, d1=0.669, d2=0.670 g=0.769
2/2 [==============================] - 0s 20ms/step
>12, 266/693, d1=0.675, d2=0.670 g=0.768
2/2 [==============================] - 0s 18ms/step
>12, 267/693, d1=0.605, d2=0.648 g=0.793
2/2 [==============================] - 0s 21ms/step
>12, 268/693, d1=0.665, d2=0.643 g=0.775
2/2 [==============================] - 0s 18ms/step
>12, 269/693, d1=0.671, d2=0.657 g=0.772
2/2 [==============================] - 0s 18ms/step
>12, 270/693, d1=0.646, d2=0.642 g=0.788
2/2 [==============================] - 0s 20ms/step
>12, 271/693, d1=0.689, d2=0.647 g=0.770
2/2 [==============================] - 0s 18ms/step
>12, 272/693, d1=0.650, d2=0.692 g=0.772
2/2 [==============================] - 0s 18ms/step
>12, 273/693, d1=0.671, d2=0.695 g=0.775
2/2 [==============================] - 0s 19ms/step
>12, 274/693, d1=0.676, d2=0.661 g=0.763
2/2 [==============================] - 0s 20ms/step
>12, 275/693, d1=0.653, d2=0.646 g=0.798
2/2 [==============================] - 0s 18ms/step
>12, 276/693, d1=0.697, d2=0.692 g=0.770
2/2 [==============================] - 0s 18ms/step
>12, 277/693, d1=0.625, d2=0.666 g=0.775
2/2 [==============================] - 0s 18ms/step
>12, 278/693, d1=0.656, d2=0.632 g=0.761
2/2 [==============================] - 0s 19ms/step
>12, 279/693, d1=0.675, d2=0.674 g=0.755
2/2 [==============================] - 0s 19ms/step
>12, 280/693, d1=0.637, d2=0.683 g=0.765
2/2 [==============================] - 0s 19ms/step
>12, 281/693, d1=0.650, d2=0.687 g=0.761
2/2 [==============================] - 0s 18ms/step
>12, 282/693, d1=0.636, d2=0.679 g=0.769
2/2 [==============================] - 0s 19ms/step
>12, 283/693, d1=0.691, d2=0.690 g=0.774
2/2 [==============================] - 0s 19ms/step
>12, 284/693, d1=0.681, d2=0.691 g=0.776
2/2 [==============================] - 0s 17ms/step
>12, 285/693, d1=0.650, d2=0.674 g=0.773
2/2 [==============================] - 0s 18ms/step
>12, 286/693, d1=0.644, d2=0.685 g=0.758
2/2 [==============================] - 0s 18ms/step
>12, 287/693, d1=0.634, d2=0.677 g=0.796
2/2 [==============================] - 0s 21ms/step
>12, 288/693, d1=0.660, d2=0.678 g=0.765
2/2 [==============================] - 0s 18ms/step
>12, 289/693, d1=0.659, d2=0.702 g=0.815
2/2 [==============================] - 0s 19ms/step
>12, 290/693, d1=0.682, d2=0.672 g=0.814
2/2 [==============================] - 0s 18ms/step
>12, 291/693, d1=0.707, d2=0.661 g=0.780
2/2 [==============================] - 0s 19ms/step
>12, 292/693, d1=0.670, d2=0.726 g=0.782
2/2 [==============================] - 0s 19ms/step
>12, 293/693, d1=0.652, d2=0.677 g=0.793
2/2 [==============================] - 0s 20ms/step
>12, 294/693, d1=0.660, d2=0.697 g=0.773
2/2 [==============================] - 0s 18ms/step
>12, 295/693, d1=0.650, d2=0.689 g=0.765
2/2 [==============================] - 0s 17ms/step
>12, 296/693, d1=0.672, d2=0.680 g=0.753
2/2 [==============================] - 0s 19ms/step
>12, 297/693, d1=0.657, d2=0.641 g=0.756
2/2 [==============================] - 0s 18ms/step
>12, 298/693, d1=0.636, d2=0.695 g=0.753
2/2 [==============================] - 0s 18ms/step
>12, 299/693, d1=0.691, d2=0.706 g=0.799
2/2 [==============================] - 0s 17ms/step
>12, 300/693, d1=0.681, d2=0.675 g=0.752
2/2 [==============================] - 0s 19ms/step
>12, 301/693, d1=0.670, d2=0.667 g=0.808
2/2 [==============================] - 0s 18ms/step
>12, 302/693, d1=0.682, d2=0.659 g=0.816
2/2 [==============================] - 0s 18ms/step
>12, 303/693, d1=0.705, d2=0.653 g=0.818
2/2 [==============================] - 0s 17ms/step
>12, 304/693, d1=0.660, d2=0.688 g=0.806
2/2 [==============================] - 0s 19ms/step
>12, 305/693, d1=0.690, d2=0.660 g=0.812
2/2 [==============================] - 0s 20ms/step
>12, 306/693, d1=0.697, d2=0.660 g=0.793
2/2 [==============================] - 0s 18ms/step
>12, 307/693, d1=0.685, d2=0.661 g=0.783
2/2 [==============================] - 0s 21ms/step
>12, 308/693, d1=0.671, d2=0.672 g=0.783
2/2 [==============================] - 0s 19ms/step
>12, 309/693, d1=0.740, d2=0.648 g=0.770
2/2 [==============================] - 0s 19ms/step
>12, 310/693, d1=0.725, d2=0.644 g=0.768
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
>12, 313/693, d1=0.658, d2=0.688 g=0.751
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>12, 314/693, d1=0.642, d2=0.692 g=0.761
2/2 [==============================] - 0s 19ms/step
>12, 315/693, d1=0.663, d2=0.697 g=0.799
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
>12, 318/693, d1=0.683, d2=0.653 g=0.770
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
>12, 323/693, d1=0.663, d2=0.673 g=0.773
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
>12, 328/693, d1=0.673, d2=0.666 g=0.758
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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>12, 332/693, d1=0.646, d2=0.688 g=0.778
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
>12, 335/693, d1=0.694, d2=0.694 g=0.779
2/2 [==============================] - 0s 17ms/step
>12, 336/693, d1=0.688, d2=0.679 g=0.807
2/2 [==============================] - 0s 17ms/step
>12, 337/693, d1=0.706, d2=0.700 g=0.811
2/2 [==============================] - 0s 20ms/step
>12, 338/693, d1=0.681, d2=0.655 g=0.804
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
>12, 341/693, d1=0.706, d2=0.677 g=0.774
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
>12, 345/693, d1=0.642, d2=0.690 g=0.794
2/2 [==============================] - 0s 17ms/step
>12, 346/693, d1=0.682, d2=0.699 g=0.776
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
>12, 348/693, d1=0.670, d2=0.658 g=0.794
2/2 [==============================] - 0s 18ms/step
>12, 349/693, d1=0.681, d2=0.639 g=0.767
2/2 [==============================] - 0s 20ms/step
>12, 350/693, d1=0.666, d2=0.668 g=0.793
2/2 [==============================] - 0s 19ms/step
>12, 351/693, d1=0.685, d2=0.658 g=0.772
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
>12, 355/693, d1=0.690, d2=0.660 g=0.774
2/2 [==============================] - 0s 18ms/step
>12, 356/693, d1=0.661, d2=0.668 g=0.758
2/2 [==============================] - 0s 17ms/step
>12, 357/693, d1=0.702, d2=0.684 g=0.764
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
>12, 360/693, d1=0.682, d2=0.674 g=0.780
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
>12, 364/693, d1=0.657, d2=0.704 g=0.781
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
>12, 366/693, d1=0.670, d2=0.675 g=0.800
2/2 [==============================] - 0s 19ms/step
>12, 367/693, d1=0.670, d2=0.648 g=0.791
2/2 [==============================] - 0s 19ms/step
>12, 368/693, d1=0.700, d2=0.656 g=0.777
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
>12, 373/693, d1=0.698, d2=0.683 g=0.779
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
>12, 379/693, d1=0.670, d2=0.677 g=0.804
2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 19ms/step
>12, 381/693, d1=0.658, d2=0.630 g=0.780
2/2 [==============================] - 0s 19ms/step
>12, 382/693, d1=0.666, d2=0.701 g=0.790
2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
>12, 384/693, d1=0.668, d2=0.668 g=0.777
2/2 [==============================] - 0s 19ms/step
>12, 385/693, d1=0.665, d2=0.714 g=0.789
2/2 [==============================] - 0s 18ms/step
>12, 386/693, d1=0.678, d2=0.698 g=0.774
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
>12, 389/693, d1=0.651, d2=0.675 g=0.753
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
>12, 391/693, d1=0.678, d2=0.683 g=0.757
2/2 [==============================] - 0s 19ms/step
>12, 392/693, d1=0.702, d2=0.698 g=0.772
2/2 [==============================] - 0s 18ms/step
>12, 393/693, d1=0.606, d2=0.700 g=0.768
2/2 [==============================] - 0s 17ms/step
>12, 394/693, d1=0.682, d2=0.677 g=0.760
2/2 [==============================] - 0s 17ms/step
>12, 395/693, d1=0.652, d2=0.715 g=0.777
2/2 [==============================] - 0s 16ms/step
>12, 396/693, d1=0.663, d2=0.659 g=0.781
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
>12, 398/693, d1=0.670, d2=0.666 g=0.782
2/2 [==============================] - 0s 18ms/step
>12, 399/693, d1=0.686, d2=0.636 g=0.772
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
>12, 401/693, d1=0.698, d2=0.677 g=0.759
2/2 [==============================] - 0s 20ms/step
>12, 402/693, d1=0.684, d2=0.667 g=0.762
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
>12, 405/693, d1=0.692, d2=0.712 g=0.763
2/2 [==============================] - 0s 19ms/step
>12, 406/693, d1=0.649, d2=0.707 g=0.773
2/2 [==============================] - 0s 18ms/step
>12, 407/693, d1=0.653, d2=0.695 g=0.767
2/2 [==============================] - 0s 18ms/step
>12, 408/693, d1=0.653, d2=0.656 g=0.768
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
>12, 410/693, d1=0.710, d2=0.707 g=0.791
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
>12, 412/693, d1=0.684, d2=0.648 g=0.775
2/2 [==============================] - 0s 19ms/step
>12, 413/693, d1=0.705, d2=0.664 g=0.777
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 17ms/step
>12, 415/693, d1=0.673, d2=0.684 g=0.787
2/2 [==============================] - 0s 18ms/step
>12, 416/693, d1=0.676, d2=0.660 g=0.778
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
>12, 420/693, d1=0.679, d2=0.659 g=0.782
2/2 [==============================] - 0s 17ms/step
>12, 421/693, d1=0.705, d2=0.655 g=0.759
2/2 [==============================] - 0s 19ms/step
>12, 422/693, d1=0.682, d2=0.683 g=0.785
2/2 [==============================] - 0s 18ms/step
>12, 423/693, d1=0.691, d2=0.656 g=0.768
2/2 [==============================] - 0s 18ms/step
>12, 424/693, d1=0.693, d2=0.643 g=0.779
2/2 [==============================] - 0s 19ms/step
>12, 425/693, d1=0.680, d2=0.682 g=0.800
2/2 [==============================] - 0s 19ms/step
>12, 426/693, d1=0.679, d2=0.653 g=0.791
2/2 [==============================] - 0s 18ms/step
>12, 427/693, d1=0.708, d2=0.667 g=0.788
2/2 [==============================] - 0s 18ms/step
>12, 428/693, d1=0.671, d2=0.666 g=0.769
2/2 [==============================] - 0s 18ms/step
>12, 429/693, d1=0.657, d2=0.679 g=0.757
2/2 [==============================] - 0s 18ms/step
>12, 430/693, d1=0.647, d2=0.697 g=0.781
2/2 [==============================] - 0s 20ms/step
>12, 431/693, d1=0.662, d2=0.656 g=0.793
2/2 [==============================] - 0s 19ms/step
>12, 432/693, d1=0.664, d2=0.635 g=0.757
2/2 [==============================] - 0s 17ms/step
>12, 433/693, d1=0.698, d2=0.650 g=0.821
2/2 [==============================] - 0s 19ms/step
>12, 434/693, d1=0.709, d2=0.671 g=0.774
2/2 [==============================] - 0s 19ms/step
>12, 435/693, d1=0.644, d2=0.706 g=0.757
2/2 [==============================] - 0s 21ms/step
>12, 436/693, d1=0.659, d2=0.714 g=0.763
2/2 [==============================] - 0s 19ms/step
>12, 437/693, d1=0.673, d2=0.650 g=0.788
2/2 [==============================] - 0s 18ms/step
>12, 438/693, d1=0.696, d2=0.659 g=0.759
2/2 [==============================] - 0s 19ms/step
>12, 439/693, d1=0.639, d2=0.682 g=0.745
2/2 [==============================] - 0s 21ms/step
>12, 440/693, d1=0.670, d2=0.678 g=0.771
2/2 [==============================] - 0s 19ms/step
>12, 441/693, d1=0.665, d2=0.678 g=0.762
2/2 [==============================] - 0s 20ms/step
>12, 442/693, d1=0.641, d2=0.678 g=0.790
2/2 [==============================] - 0s 17ms/step
>12, 443/693, d1=0.674, d2=0.677 g=0.787
2/2 [==============================] - 0s 18ms/step
>12, 444/693, d1=0.655, d2=0.658 g=0.795
2/2 [==============================] - 0s 19ms/step
>12, 445/693, d1=0.706, d2=0.657 g=0.807
2/2 [==============================] - 0s 19ms/step
>12, 446/693, d1=0.644, d2=0.663 g=0.793
2/2 [==============================] - 0s 20ms/step
>12, 447/693, d1=0.666, d2=0.671 g=0.783
2/2 [==============================] - 0s 19ms/step
>12, 448/693, d1=0.682, d2=0.705 g=0.819
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
>12, 451/693, d1=0.692, d2=0.669 g=0.806
2/2 [==============================] - 0s 17ms/step
>12, 452/693, d1=0.710, d2=0.672 g=0.775
2/2 [==============================] - 0s 18ms/step
>12, 453/693, d1=0.699, d2=0.668 g=0.786
2/2 [==============================] - 0s 19ms/step
>12, 454/693, d1=0.642, d2=0.696 g=0.752
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
>12, 456/693, d1=0.667, d2=0.715 g=0.757
2/2 [==============================] - 0s 20ms/step
>12, 457/693, d1=0.679, d2=0.690 g=0.811
2/2 [==============================] - 0s 18ms/step
>12, 458/693, d1=0.667, d2=0.676 g=0.808
2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 18ms/step
>12, 460/693, d1=0.663, d2=0.636 g=0.770
2/2 [==============================] - 0s 19ms/step
>12, 461/693, d1=0.690, d2=0.624 g=0.783
2/2 [==============================] - 0s 19ms/step
>12, 462/693, d1=0.705, d2=0.694 g=0.772
2/2 [==============================] - 0s 17ms/step
>12, 463/693, d1=0.693, d2=0.650 g=0.773
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
>12, 466/693, d1=0.682, d2=0.697 g=0.795
2/2 [==============================] - 0s 18ms/step
>12, 467/693, d1=0.652, d2=0.665 g=0.792
2/2 [==============================] - 0s 19ms/step
>12, 468/693, d1=0.642, d2=0.674 g=0.771
2/2 [==============================] - 0s 19ms/step
>12, 469/693, d1=0.639, d2=0.672 g=0.783
2/2 [==============================] - 0s 19ms/step
>12, 470/693, d1=0.690, d2=0.651 g=0.792
2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
>12, 472/693, d1=0.665, d2=0.686 g=0.753
2/2 [==============================] - 0s 18ms/step
>12, 473/693, d1=0.661, d2=0.698 g=0.758
2/2 [==============================] - 0s 19ms/step
>12, 474/693, d1=0.690, d2=0.698 g=0.774
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
>12, 476/693, d1=0.673, d2=0.698 g=0.758
2/2 [==============================] - 0s 18ms/step
>12, 477/693, d1=0.645, d2=0.708 g=0.763
2/2 [==============================] - 0s 16ms/step
>12, 478/693, d1=0.670, d2=0.661 g=0.760
2/2 [==============================] - 0s 19ms/step
>12, 479/693, d1=0.659, d2=0.658 g=0.774
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
>12, 486/693, d1=0.691, d2=0.695 g=0.771
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
>12, 488/693, d1=0.709, d2=0.696 g=0.772
2/2 [==============================] - 0s 18ms/step
>12, 489/693, d1=0.675, d2=0.703 g=0.768
2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
>12, 492/693, d1=0.667, d2=0.676 g=0.779
2/2 [==============================] - 0s 17ms/step
>12, 493/693, d1=0.692, d2=0.668 g=0.774
2/2 [==============================] - 0s 17ms/step
>12, 494/693, d1=0.646, d2=0.656 g=0.770
2/2 [==============================] - 0s 19ms/step
>12, 495/693, d1=0.627, d2=0.682 g=0.789
2/2 [==============================] - 0s 20ms/step
>12, 496/693, d1=0.642, d2=0.663 g=0.777
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 22ms/step
>12, 498/693, d1=0.649, d2=0.710 g=0.768
2/2 [==============================] - 0s 19ms/step
>12, 499/693, d1=0.641, d2=0.677 g=0.780
2/2 [==============================] - 0s 19ms/step
>12, 500/693, d1=0.670, d2=0.685 g=0.735
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
>12, 502/693, d1=0.678, d2=0.662 g=0.791
2/2 [==============================] - 0s 20ms/step
>12, 503/693, d1=0.674, d2=0.646 g=0.773
2/2 [==============================] - 0s 19ms/step
>12, 504/693, d1=0.672, d2=0.678 g=0.757
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
>12, 506/693, d1=0.642, d2=0.695 g=0.755
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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>12, 521/693, d1=0.685, d2=0.680 g=0.781
2/2 [==============================] - 0s 20ms/step
>12, 522/693, d1=0.685, d2=0.673 g=0.771
2/2 [==============================] - 0s 18ms/step
>12, 523/693, d1=0.654, d2=0.685 g=0.784
2/2 [==============================] - 0s 19ms/step
>12, 524/693, d1=0.687, d2=0.669 g=0.800
2/2 [==============================] - 0s 18ms/step
>12, 525/693, d1=0.686, d2=0.634 g=0.785
2/2 [==============================] - 0s 18ms/step
>12, 526/693, d1=0.687, d2=0.689 g=0.748
2/2 [==============================] - 0s 19ms/step
>12, 527/693, d1=0.665, d2=0.689 g=0.764
2/2 [==============================] - 0s 17ms/step
>12, 528/693, d1=0.660, d2=0.679 g=0.757
2/2 [==============================] - 0s 19ms/step
>12, 529/693, d1=0.643, d2=0.696 g=0.765
2/2 [==============================] - 0s 20ms/step
>12, 530/693, d1=0.677, d2=0.660 g=0.768
2/2 [==============================] - 0s 19ms/step
>12, 531/693, d1=0.698, d2=0.663 g=0.789
2/2 [==============================] - 0s 18ms/step
>12, 532/693, d1=0.708, d2=0.685 g=0.807
2/2 [==============================] - 0s 19ms/step
>12, 533/693, d1=0.691, d2=0.670 g=0.776
2/2 [==============================] - 0s 20ms/step
>12, 534/693, d1=0.682, d2=0.675 g=0.798
2/2 [==============================] - 0s 19ms/step
>12, 535/693, d1=0.653, d2=0.676 g=0.804
2/2 [==============================] - 0s 19ms/step
>12, 536/693, d1=0.691, d2=0.642 g=0.788
2/2 [==============================] - 0s 17ms/step
>12, 537/693, d1=0.697, d2=0.690 g=0.786
2/2 [==============================] - 0s 18ms/step
>12, 538/693, d1=0.685, d2=0.644 g=0.790
2/2 [==============================] - 0s 20ms/step
>12, 539/693, d1=0.666, d2=0.676 g=0.765
2/2 [==============================] - 0s 18ms/step
>12, 540/693, d1=0.679, d2=0.681 g=0.784
2/2 [==============================] - 0s 17ms/step
>12, 541/693, d1=0.684, d2=0.684 g=0.769
2/2 [==============================] - 0s 20ms/step
>12, 542/693, d1=0.682, d2=0.684 g=0.770
2/2 [==============================] - 0s 18ms/step
>12, 543/693, d1=0.704, d2=0.731 g=0.767
2/2 [==============================] - 0s 18ms/step
>12, 544/693, d1=0.641, d2=0.700 g=0.803
2/2 [==============================] - 0s 20ms/step
>12, 545/693, d1=0.720, d2=0.656 g=0.786
2/2 [==============================] - 0s 17ms/step
>12, 546/693, d1=0.662, d2=0.666 g=0.798
2/2 [==============================] - 0s 19ms/step
>12, 547/693, d1=0.663, d2=0.682 g=0.773
2/2 [==============================] - 0s 19ms/step
>12, 548/693, d1=0.678, d2=0.654 g=0.761
2/2 [==============================] - 0s 18ms/step
>12, 549/693, d1=0.650, d2=0.652 g=0.763
2/2 [==============================] - 0s 18ms/step
>12, 550/693, d1=0.658, d2=0.689 g=0.773
2/2 [==============================] - 0s 19ms/step
>12, 551/693, d1=0.668, d2=0.685 g=0.780
2/2 [==============================] - 0s 18ms/step
>12, 552/693, d1=0.640, d2=0.728 g=0.778
2/2 [==============================] - 0s 18ms/step
>12, 553/693, d1=0.698, d2=0.688 g=0.777
2/2 [==============================] - 0s 17ms/step
>12, 554/693, d1=0.658, d2=0.664 g=0.798
2/2 [==============================] - 0s 20ms/step
>12, 555/693, d1=0.713, d2=0.667 g=0.777
2/2 [==============================] - 0s 20ms/step
>12, 556/693, d1=0.658, d2=0.672 g=0.777
2/2 [==============================] - 0s 19ms/step
>12, 557/693, d1=0.678, d2=0.682 g=0.801
2/2 [==============================] - 0s 18ms/step
>12, 558/693, d1=0.696, d2=0.655 g=0.805
2/2 [==============================] - 0s 18ms/step
>12, 559/693, d1=0.685, d2=0.662 g=0.799
2/2 [==============================] - 0s 17ms/step
>12, 560/693, d1=0.654, d2=0.685 g=0.792
2/2 [==============================] - 0s 18ms/step
>12, 561/693, d1=0.694, d2=0.658 g=0.795
2/2 [==============================] - 0s 17ms/step
>12, 562/693, d1=0.690, d2=0.692 g=0.783
2/2 [==============================] - 0s 19ms/step
>12, 563/693, d1=0.659, d2=0.686 g=0.779
2/2 [==============================] - 0s 19ms/step
>12, 564/693, d1=0.654, d2=0.715 g=0.763
2/2 [==============================] - 0s 18ms/step
>12, 565/693, d1=0.698, d2=0.654 g=0.789
2/2 [==============================] - 0s 19ms/step
>12, 566/693, d1=0.695, d2=0.684 g=0.774
2/2 [==============================] - 0s 19ms/step
>12, 567/693, d1=0.676, d2=0.642 g=0.765
2/2 [==============================] - 0s 20ms/step
>12, 568/693, d1=0.715, d2=0.670 g=0.762
2/2 [==============================] - 0s 18ms/step
>12, 569/693, d1=0.670, d2=0.682 g=0.743
2/2 [==============================] - 0s 19ms/step
>12, 570/693, d1=0.636, d2=0.669 g=0.756
2/2 [==============================] - 0s 19ms/step
>12, 571/693, d1=0.668, d2=0.685 g=0.770
2/2 [==============================] - 0s 20ms/step
>12, 572/693, d1=0.671, d2=0.677 g=0.775
2/2 [==============================] - 0s 18ms/step
>12, 573/693, d1=0.655, d2=0.691 g=0.796
2/2 [==============================] - 0s 18ms/step
>12, 574/693, d1=0.679, d2=0.705 g=0.769
2/2 [==============================] - 0s 19ms/step
>12, 575/693, d1=0.671, d2=0.694 g=0.762
2/2 [==============================] - 0s 18ms/step
>12, 576/693, d1=0.686, d2=0.691 g=0.783
2/2 [==============================] - 0s 20ms/step
>12, 577/693, d1=0.684, d2=0.662 g=0.793
2/2 [==============================] - 0s 18ms/step
>12, 578/693, d1=0.684, d2=0.647 g=0.791
2/2 [==============================] - 0s 19ms/step
>12, 579/693, d1=0.685, d2=0.679 g=0.804
2/2 [==============================] - 0s 19ms/step
>12, 580/693, d1=0.648, d2=0.654 g=0.782
2/2 [==============================] - 0s 18ms/step
>12, 581/693, d1=0.691, d2=0.636 g=0.797
2/2 [==============================] - 0s 20ms/step
>12, 582/693, d1=0.688, d2=0.667 g=0.796
2/2 [==============================] - 0s 19ms/step
>12, 583/693, d1=0.685, d2=0.681 g=0.781
2/2 [==============================] - 0s 18ms/step
>12, 584/693, d1=0.691, d2=0.655 g=0.780
2/2 [==============================] - 0s 20ms/step
>12, 585/693, d1=0.687, d2=0.715 g=0.799
2/2 [==============================] - 0s 18ms/step
>12, 586/693, d1=0.690, d2=0.639 g=0.822
2/2 [==============================] - 0s 19ms/step
>12, 587/693, d1=0.655, d2=0.671 g=0.770
2/2 [==============================] - 0s 19ms/step
>12, 588/693, d1=0.668, d2=0.666 g=0.800
2/2 [==============================] - 0s 17ms/step
>12, 589/693, d1=0.659, d2=0.670 g=0.771
2/2 [==============================] - 0s 18ms/step
>12, 590/693, d1=0.666, d2=0.659 g=0.746
2/2 [==============================] - 0s 19ms/step
>12, 591/693, d1=0.665, d2=0.676 g=0.762
2/2 [==============================] - 0s 19ms/step
>12, 592/693, d1=0.666, d2=0.704 g=0.754
2/2 [==============================] - 0s 19ms/step
>12, 593/693, d1=0.656, d2=0.665 g=0.769
2/2 [==============================] - 0s 17ms/step
>12, 594/693, d1=0.672, d2=0.696 g=0.788
2/2 [==============================] - 0s 18ms/step
>12, 595/693, d1=0.688, d2=0.650 g=0.805
2/2 [==============================] - 0s 18ms/step
>12, 596/693, d1=0.714, d2=0.669 g=0.781
2/2 [==============================] - 0s 18ms/step
>12, 597/693, d1=0.644, d2=0.686 g=0.766
2/2 [==============================] - 0s 18ms/step
>12, 598/693, d1=0.673, d2=0.722 g=0.769
2/2 [==============================] - 0s 18ms/step
>12, 599/693, d1=0.660, d2=0.656 g=0.790
2/2 [==============================] - 0s 19ms/step
>12, 600/693, d1=0.683, d2=0.681 g=0.804
2/2 [==============================] - 0s 18ms/step
>12, 601/693, d1=0.687, d2=0.672 g=0.792
2/2 [==============================] - 0s 17ms/step
>12, 602/693, d1=0.686, d2=0.676 g=0.760
2/2 [==============================] - 0s 18ms/step
>12, 603/693, d1=0.702, d2=0.674 g=0.801
2/2 [==============================] - 0s 19ms/step
>12, 604/693, d1=0.694, d2=0.681 g=0.770
2/2 [==============================] - 0s 18ms/step
>12, 605/693, d1=0.747, d2=0.699 g=0.802
2/2 [==============================] - 0s 17ms/step
>12, 606/693, d1=0.712, d2=0.664 g=0.772
2/2 [==============================] - 0s 20ms/step
>12, 607/693, d1=0.694, d2=0.676 g=0.762
2/2 [==============================] - 0s 18ms/step
>12, 608/693, d1=0.639, d2=0.654 g=0.777
2/2 [==============================] - 0s 18ms/step
>12, 609/693, d1=0.683, d2=0.671 g=0.762
2/2 [==============================] - 0s 20ms/step
>12, 610/693, d1=0.674, d2=0.684 g=0.772
2/2 [==============================] - 0s 19ms/step
>12, 611/693, d1=0.675, d2=0.691 g=0.752
2/2 [==============================] - 0s 16ms/step
>12, 612/693, d1=0.675, d2=0.649 g=0.756
2/2 [==============================] - 0s 18ms/step
>12, 613/693, d1=0.633, d2=0.704 g=0.745
2/2 [==============================] - 0s 18ms/step
>12, 614/693, d1=0.656, d2=0.674 g=0.753
2/2 [==============================] - 0s 16ms/step
>12, 615/693, d1=0.695, d2=0.690 g=0.808
2/2 [==============================] - 0s 18ms/step
>12, 616/693, d1=0.697, d2=0.657 g=0.770
2/2 [==============================] - 0s 17ms/step
>12, 617/693, d1=0.693, d2=0.678 g=0.757
2/2 [==============================] - 0s 19ms/step
>12, 618/693, d1=0.651, d2=0.691 g=0.771
2/2 [==============================] - 0s 19ms/step
>12, 619/693, d1=0.687, d2=0.671 g=0.771
2/2 [==============================] - 0s 19ms/step
>12, 620/693, d1=0.682, d2=0.652 g=0.797
2/2 [==============================] - 0s 19ms/step
>12, 621/693, d1=0.654, d2=0.702 g=0.795
2/2 [==============================] - 0s 20ms/step
>12, 622/693, d1=0.670, d2=0.665 g=0.788
2/2 [==============================] - 0s 18ms/step
>12, 623/693, d1=0.664, d2=0.673 g=0.811
2/2 [==============================] - 0s 17ms/step
>12, 624/693, d1=0.727, d2=0.686 g=0.767
2/2 [==============================] - 0s 19ms/step
>12, 625/693, d1=0.692, d2=0.671 g=0.757
2/2 [==============================] - 0s 18ms/step
>12, 626/693, d1=0.652, d2=0.685 g=0.776
2/2 [==============================] - 0s 19ms/step
>12, 627/693, d1=0.636, d2=0.684 g=0.801
2/2 [==============================] - 0s 18ms/step
>12, 628/693, d1=0.718, d2=0.685 g=0.776
2/2 [==============================] - 0s 18ms/step
>12, 629/693, d1=0.687, d2=0.660 g=0.791
2/2 [==============================] - 0s 20ms/step
>12, 630/693, d1=0.706, d2=0.645 g=0.778
2/2 [==============================] - 0s 19ms/step
>12, 631/693, d1=0.628, d2=0.671 g=0.764
2/2 [==============================] - 0s 18ms/step
>12, 632/693, d1=0.661, d2=0.698 g=0.757
2/2 [==============================] - 0s 19ms/step
>12, 633/693, d1=0.688, d2=0.667 g=0.756
2/2 [==============================] - 0s 18ms/step
>12, 634/693, d1=0.625, d2=0.640 g=0.770
2/2 [==============================] - 0s 20ms/step
>12, 635/693, d1=0.680, d2=0.664 g=0.787
2/2 [==============================] - 0s 18ms/step
>12, 636/693, d1=0.683, d2=0.639 g=0.782
2/2 [==============================] - 0s 20ms/step
>12, 637/693, d1=0.660, d2=0.682 g=0.786
2/2 [==============================] - 0s 19ms/step
>12, 638/693, d1=0.646, d2=0.678 g=0.775
2/2 [==============================] - 0s 18ms/step
>12, 639/693, d1=0.647, d2=0.703 g=0.781
2/2 [==============================] - 0s 19ms/step
>12, 640/693, d1=0.678, d2=0.683 g=0.805
2/2 [==============================] - 0s 17ms/step
>12, 641/693, d1=0.674, d2=0.665 g=0.806
2/2 [==============================] - 0s 19ms/step
>12, 642/693, d1=0.719, d2=0.667 g=0.780
2/2 [==============================] - 0s 19ms/step
>12, 643/693, d1=0.684, d2=0.675 g=0.827
2/2 [==============================] - 0s 19ms/step
>12, 644/693, d1=0.715, d2=0.670 g=0.787
2/2 [==============================] - 0s 18ms/step
>12, 645/693, d1=0.708, d2=0.645 g=0.785
2/2 [==============================] - 0s 19ms/step
>12, 646/693, d1=0.660, d2=0.659 g=0.780
2/2 [==============================] - 0s 19ms/step
>12, 647/693, d1=0.632, d2=0.666 g=0.785
2/2 [==============================] - 0s 17ms/step
>12, 648/693, d1=0.665, d2=0.660 g=0.768
2/2 [==============================] - 0s 16ms/step
>12, 649/693, d1=0.641, d2=0.691 g=0.791
2/2 [==============================] - 0s 20ms/step
>12, 650/693, d1=0.649, d2=0.683 g=0.775
2/2 [==============================] - 0s 17ms/step
>12, 651/693, d1=0.665, d2=0.654 g=0.806
2/2 [==============================] - 0s 19ms/step
>12, 652/693, d1=0.678, d2=0.621 g=0.800
2/2 [==============================] - 0s 17ms/step
>12, 653/693, d1=0.684, d2=0.659 g=0.776
2/2 [==============================] - 0s 19ms/step
>12, 654/693, d1=0.662, d2=0.653 g=0.782
2/2 [==============================] - 0s 18ms/step
>12, 655/693, d1=0.647, d2=0.676 g=0.782
2/2 [==============================] - 0s 18ms/step
>12, 656/693, d1=0.658, d2=0.705 g=0.798
2/2 [==============================] - 0s 19ms/step
>12, 657/693, d1=0.669, d2=0.692 g=0.794
2/2 [==============================] - 0s 18ms/step
>12, 658/693, d1=0.704, d2=0.649 g=0.797
2/2 [==============================] - 0s 20ms/step
>12, 659/693, d1=0.702, d2=0.661 g=0.770
2/2 [==============================] - 0s 19ms/step
>12, 660/693, d1=0.646, d2=0.671 g=0.783
2/2 [==============================] - 0s 19ms/step
>12, 661/693, d1=0.640, d2=0.639 g=0.801
2/2 [==============================] - 0s 18ms/step
>12, 662/693, d1=0.685, d2=0.630 g=0.819
2/2 [==============================] - 0s 18ms/step
>12, 663/693, d1=0.694, d2=0.624 g=0.749
2/2 [==============================] - 0s 17ms/step
>12, 664/693, d1=0.668, d2=0.671 g=0.788
2/2 [==============================] - 0s 20ms/step
>12, 665/693, d1=0.649, d2=0.720 g=0.761
2/2 [==============================] - 0s 19ms/step
>12, 666/693, d1=0.673, d2=0.673 g=0.785
2/2 [==============================] - 0s 18ms/step
>12, 667/693, d1=0.680, d2=0.674 g=0.792
2/2 [==============================] - 0s 19ms/step
>12, 668/693, d1=0.685, d2=0.676 g=0.777
2/2 [==============================] - 0s 19ms/step
>12, 669/693, d1=0.686, d2=0.691 g=0.780
2/2 [==============================] - 0s 19ms/step
>12, 670/693, d1=0.684, d2=0.692 g=0.758
2/2 [==============================] - 0s 19ms/step
>12, 671/693, d1=0.705, d2=0.657 g=0.792
2/2 [==============================] - 0s 20ms/step
>12, 672/693, d1=0.698, d2=0.662 g=0.763
2/2 [==============================] - 0s 19ms/step
>12, 673/693, d1=0.683, d2=0.625 g=0.794
2/2 [==============================] - 0s 19ms/step
>12, 674/693, d1=0.639, d2=0.683 g=0.766
2/2 [==============================] - 0s 17ms/step
>12, 675/693, d1=0.655, d2=0.703 g=0.773
2/2 [==============================] - 0s 20ms/step
>12, 676/693, d1=0.654, d2=0.674 g=0.755
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
>12, 678/693, d1=0.686, d2=0.678 g=0.789
2/2 [==============================] - 0s 20ms/step
>12, 679/693, d1=0.704, d2=0.674 g=0.766
2/2 [==============================] - 0s 18ms/step
>12, 680/693, d1=0.646, d2=0.687 g=0.768
2/2 [==============================] - 0s 18ms/step
>12, 681/693, d1=0.661, d2=0.680 g=0.779
2/2 [==============================] - 0s 18ms/step
>12, 682/693, d1=0.670, d2=0.668 g=0.771
2/2 [==============================] - 0s 19ms/step
>12, 683/693, d1=0.681, d2=0.687 g=0.786
2/2 [==============================] - 0s 19ms/step
>12, 684/693, d1=0.636, d2=0.685 g=0.781
2/2 [==============================] - 0s 18ms/step
>12, 685/693, d1=0.677, d2=0.643 g=0.777
2/2 [==============================] - 0s 19ms/step
>12, 686/693, d1=0.688, d2=0.725 g=0.764
2/2 [==============================] - 0s 20ms/step
>12, 687/693, d1=0.695, d2=0.708 g=0.762
2/2 [==============================] - 0s 20ms/step
>12, 688/693, d1=0.639, d2=0.688 g=0.787
2/2 [==============================] - 0s 18ms/step
>12, 689/693, d1=0.685, d2=0.704 g=0.791
2/2 [==============================] - 0s 18ms/step
>12, 690/693, d1=0.670, d2=0.672 g=0.753
2/2 [==============================] - 0s 19ms/step
>12, 691/693, d1=0.640, d2=0.695 g=0.783
2/2 [==============================] - 0s 19ms/step
>12, 692/693, d1=0.676, d2=0.698 g=0.767
2/2 [==============================] - 0s 19ms/step
>12, 693/693, d1=0.675, d2=0.648 g=0.768
2/2 [==============================] - 0s 20ms/step
>13, 1/693, d1=0.682, d2=0.714 g=0.763
2/2 [==============================] - 0s 18ms/step
>13, 2/693, d1=0.671, d2=0.695 g=0.774
2/2 [==============================] - 0s 19ms/step
>13, 3/693, d1=0.669, d2=0.723 g=0.785
2/2 [==============================] - 0s 19ms/step
>13, 4/693, d1=0.635, d2=0.697 g=0.781
2/2 [==============================] - 0s 16ms/step
>13, 5/693, d1=0.662, d2=0.688 g=0.786
2/2 [==============================] - 0s 19ms/step
>13, 6/693, d1=0.674, d2=0.648 g=0.809
2/2 [==============================] - 0s 17ms/step
>13, 7/693, d1=0.673, d2=0.656 g=0.776
2/2 [==============================] - 0s 18ms/step
>13, 8/693, d1=0.651, d2=0.695 g=0.781
2/2 [==============================] - 0s 21ms/step
>13, 9/693, d1=0.688, d2=0.691 g=0.760
2/2 [==============================] - 0s 19ms/step
>13, 10/693, d1=0.676, d2=0.662 g=0.780
2/2 [==============================] - 0s 18ms/step
>13, 11/693, d1=0.689, d2=0.656 g=0.764
2/2 [==============================] - 0s 19ms/step
>13, 12/693, d1=0.628, d2=0.713 g=0.748
2/2 [==============================] - 0s 17ms/step
>13, 13/693, d1=0.668, d2=0.665 g=0.773
2/2 [==============================] - 0s 19ms/step
>13, 14/693, d1=0.596, d2=0.688 g=0.734
2/2 [==============================] - 0s 20ms/step
>13, 15/693, d1=0.666, d2=0.702 g=0.745
2/2 [==============================] - 0s 19ms/step
>13, 16/693, d1=0.623, d2=0.684 g=0.745
2/2 [==============================] - 0s 19ms/step
>13, 17/693, d1=0.656, d2=0.707 g=0.780
2/2 [==============================] - 0s 19ms/step
>13, 18/693, d1=0.700, d2=0.686 g=0.778
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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>20, 520/693, d1=0.655, d2=0.656 g=0.917
2/2 [==============================] - 0s 19ms/step
>20, 521/693, d1=0.669, d2=0.599 g=0.913
2/2 [==============================] - 0s 17ms/step
>20, 522/693, d1=0.686, d2=0.633 g=0.908
2/2 [==============================] - 0s 17ms/step
>20, 523/693, d1=0.640, d2=0.742 g=0.913
2/2 [==============================] - 0s 16ms/step
>20, 524/693, d1=0.588, d2=0.627 g=0.952
2/2 [==============================] - 0s 17ms/step
>20, 525/693, d1=0.704, d2=0.638 g=0.925
2/2 [==============================] - 0s 16ms/step
>20, 526/693, d1=0.677, d2=0.621 g=0.907
2/2 [==============================] - 0s 17ms/step
>20, 527/693, d1=0.751, d2=0.629 g=0.825
2/2 [==============================] - 0s 18ms/step
>20, 528/693, d1=0.598, d2=0.627 g=0.826
2/2 [==============================] - 0s 17ms/step
>20, 529/693, d1=0.627, d2=0.663 g=0.862
2/2 [==============================] - 0s 17ms/step
>20, 530/693, d1=0.659, d2=0.620 g=0.865
2/2 [==============================] - 0s 17ms/step
>20, 531/693, d1=0.672, d2=0.638 g=0.855
2/2 [==============================] - 0s 16ms/step
>20, 532/693, d1=0.667, d2=0.637 g=0.897
2/2 [==============================] - 0s 17ms/step
>20, 533/693, d1=0.619, d2=0.650 g=0.888
2/2 [==============================] - 0s 17ms/step
>20, 534/693, d1=0.666, d2=0.659 g=0.898
2/2 [==============================] - 0s 18ms/step
>20, 535/693, d1=0.626, d2=0.622 g=0.900
2/2 [==============================] - 0s 17ms/step
>20, 536/693, d1=0.618, d2=0.651 g=0.892
2/2 [==============================] - 0s 18ms/step
>20, 537/693, d1=0.644, d2=0.649 g=0.925
2/2 [==============================] - 0s 18ms/step
>20, 538/693, d1=0.665, d2=0.609 g=0.994
2/2 [==============================] - 0s 17ms/step
>20, 539/693, d1=0.676, d2=0.616 g=0.975
2/2 [==============================] - 0s 17ms/step
>20, 540/693, d1=0.599, d2=0.661 g=0.937
2/2 [==============================] - 0s 18ms/step
>20, 541/693, d1=0.692, d2=0.631 g=0.914
2/2 [==============================] - 0s 19ms/step
>20, 542/693, d1=0.696, d2=0.612 g=0.953
2/2 [==============================] - 0s 17ms/step
>20, 543/693, d1=0.665, d2=0.628 g=0.907
2/2 [==============================] - 0s 16ms/step
>20, 544/693, d1=0.634, d2=0.609 g=0.889
2/2 [==============================] - 0s 17ms/step
>20, 545/693, d1=0.639, d2=0.619 g=0.946
2/2 [==============================] - 0s 17ms/step
>20, 546/693, d1=0.638, d2=0.624 g=0.911
2/2 [==============================] - 0s 17ms/step
>20, 547/693, d1=0.613, d2=0.686 g=0.914
2/2 [==============================] - 0s 17ms/step
>20, 548/693, d1=0.673, d2=0.626 g=0.884
2/2 [==============================] - 0s 18ms/step
>20, 549/693, d1=0.675, d2=0.620 g=0.941
2/2 [==============================] - 0s 16ms/step
>20, 550/693, d1=0.666, d2=0.637 g=0.891
2/2 [==============================] - 0s 16ms/step
>20, 551/693, d1=0.661, d2=0.700 g=0.905
2/2 [==============================] - 0s 17ms/step
>20, 552/693, d1=0.666, d2=0.634 g=0.924
2/2 [==============================] - 0s 17ms/step
>20, 553/693, d1=0.638, d2=0.596 g=0.872
2/2 [==============================] - 0s 18ms/step
>20, 554/693, d1=0.651, d2=0.669 g=0.946
2/2 [==============================] - 0s 17ms/step
>20, 555/693, d1=0.607, d2=0.629 g=0.888
2/2 [==============================] - 0s 18ms/step
>20, 556/693, d1=0.618, d2=0.705 g=0.914
2/2 [==============================] - 0s 17ms/step
>20, 557/693, d1=0.641, d2=0.597 g=0.892
2/2 [==============================] - 0s 17ms/step
>20, 558/693, d1=0.565, d2=0.709 g=0.957
2/2 [==============================] - 0s 18ms/step
>20, 559/693, d1=0.660, d2=0.618 g=0.935
2/2 [==============================] - 0s 18ms/step
>20, 560/693, d1=0.661, d2=0.587 g=0.972
2/2 [==============================] - 0s 16ms/step
>20, 561/693, d1=0.659, d2=0.622 g=0.935
2/2 [==============================] - 0s 16ms/step
>20, 562/693, d1=0.629, d2=0.675 g=0.861
2/2 [==============================] - 0s 17ms/step
>20, 563/693, d1=0.619, d2=0.677 g=0.863
2/2 [==============================] - 0s 16ms/step
>20, 564/693, d1=0.619, d2=0.627 g=0.887
2/2 [==============================] - 0s 18ms/step
>20, 565/693, d1=0.658, d2=0.680 g=0.869
2/2 [==============================] - 0s 17ms/step
>20, 566/693, d1=0.626, d2=0.681 g=0.895
2/2 [==============================] - 0s 17ms/step
>20, 567/693, d1=0.628, d2=0.630 g=0.920
2/2 [==============================] - 0s 17ms/step
>20, 568/693, d1=0.687, d2=0.594 g=0.893
2/2 [==============================] - 0s 17ms/step
>20, 569/693, d1=0.663, d2=0.598 g=0.947
2/2 [==============================] - 0s 17ms/step
>20, 570/693, d1=0.635, d2=0.694 g=0.954
2/2 [==============================] - 0s 16ms/step
>20, 571/693, d1=0.662, d2=0.625 g=0.874
2/2 [==============================] - 0s 17ms/step
>20, 572/693, d1=0.656, d2=0.660 g=0.854
2/2 [==============================] - 0s 16ms/step
>20, 573/693, d1=0.656, d2=0.654 g=0.896
2/2 [==============================] - 0s 16ms/step
>20, 574/693, d1=0.636, d2=0.696 g=0.900
2/2 [==============================] - 0s 17ms/step
>20, 575/693, d1=0.641, d2=0.640 g=0.900
2/2 [==============================] - 0s 16ms/step
>20, 576/693, d1=0.658, d2=0.633 g=0.903
2/2 [==============================] - 0s 19ms/step
>20, 577/693, d1=0.617, d2=0.635 g=0.897
2/2 [==============================] - 0s 17ms/step
>20, 578/693, d1=0.625, d2=0.653 g=0.937
2/2 [==============================] - 0s 18ms/step
>20, 579/693, d1=0.667, d2=0.576 g=0.912
2/2 [==============================] - 0s 17ms/step
>20, 580/693, d1=0.694, d2=0.674 g=0.893
2/2 [==============================] - 0s 17ms/step
>20, 581/693, d1=0.597, d2=0.634 g=0.950
2/2 [==============================] - 0s 17ms/step
>20, 582/693, d1=0.726, d2=0.664 g=0.904
2/2 [==============================] - 0s 17ms/step
>20, 583/693, d1=0.602, d2=0.728 g=0.889
2/2 [==============================] - 0s 17ms/step
>20, 584/693, d1=0.647, d2=0.657 g=0.930
2/2 [==============================] - 0s 17ms/step
>20, 585/693, d1=0.665, d2=0.631 g=1.038
2/2 [==============================] - 0s 19ms/step
>20, 586/693, d1=0.670, d2=0.614 g=0.954
2/2 [==============================] - 0s 16ms/step
>20, 587/693, d1=0.655, d2=0.581 g=0.913
2/2 [==============================] - 0s 16ms/step
>20, 588/693, d1=0.678, d2=0.622 g=0.930
2/2 [==============================] - 0s 17ms/step
>20, 589/693, d1=0.659, d2=0.594 g=0.834
2/2 [==============================] - 0s 17ms/step
>20, 590/693, d1=0.606, d2=0.642 g=0.894
2/2 [==============================] - 0s 17ms/step
>20, 591/693, d1=0.608, d2=0.632 g=0.876
2/2 [==============================] - 0s 18ms/step
>20, 592/693, d1=0.592, d2=0.676 g=0.858
2/2 [==============================] - 0s 17ms/step
>20, 593/693, d1=0.580, d2=0.662 g=0.896
2/2 [==============================] - 0s 18ms/step
>20, 594/693, d1=0.563, d2=0.610 g=0.962
2/2 [==============================] - 0s 17ms/step
>20, 595/693, d1=0.582, d2=0.630 g=0.931
2/2 [==============================] - 0s 17ms/step
>20, 596/693, d1=0.580, d2=0.566 g=0.956
2/2 [==============================] - 0s 18ms/step
>20, 597/693, d1=0.670, d2=0.655 g=0.920
2/2 [==============================] - 0s 20ms/step
>20, 598/693, d1=0.659, d2=0.655 g=0.930
2/2 [==============================] - 0s 18ms/step
>20, 599/693, d1=0.607, d2=0.579 g=1.072
2/2 [==============================] - 0s 17ms/step
>20, 600/693, d1=0.654, d2=0.536 g=1.000
2/2 [==============================] - 0s 17ms/step
>20, 601/693, d1=0.612, d2=0.649 g=0.989
2/2 [==============================] - 0s 19ms/step
>20, 602/693, d1=0.589, d2=0.686 g=0.870
2/2 [==============================] - 0s 17ms/step
>20, 603/693, d1=0.669, d2=0.598 g=0.997
2/2 [==============================] - 0s 19ms/step
>20, 604/693, d1=0.629, d2=0.587 g=0.904
2/2 [==============================] - 0s 17ms/step
>20, 605/693, d1=0.654, d2=0.614 g=0.877
2/2 [==============================] - 0s 18ms/step
>20, 606/693, d1=0.668, d2=0.600 g=0.921
2/2 [==============================] - 0s 18ms/step
>20, 607/693, d1=0.659, d2=0.653 g=0.846
2/2 [==============================] - 0s 18ms/step
>20, 608/693, d1=0.610, d2=0.640 g=0.941
2/2 [==============================] - 0s 17ms/step
>20, 609/693, d1=0.595, d2=0.646 g=0.960
2/2 [==============================] - 0s 16ms/step
>20, 610/693, d1=0.583, d2=0.611 g=0.906
2/2 [==============================] - 0s 16ms/step
>20, 611/693, d1=0.650, d2=0.638 g=0.990
2/2 [==============================] - 0s 16ms/step
>20, 612/693, d1=0.555, d2=0.673 g=0.896
2/2 [==============================] - 0s 18ms/step
>20, 613/693, d1=0.632, d2=0.627 g=0.933
2/2 [==============================] - 0s 16ms/step
>20, 614/693, d1=0.676, d2=0.614 g=0.967
2/2 [==============================] - 0s 18ms/step
>20, 615/693, d1=0.633, d2=0.626 g=0.912
2/2 [==============================] - 0s 16ms/step
>20, 616/693, d1=0.563, d2=0.668 g=0.938
2/2 [==============================] - 0s 19ms/step
>20, 617/693, d1=0.695, d2=0.615 g=0.948
2/2 [==============================] - 0s 18ms/step
>20, 618/693, d1=0.670, d2=0.583 g=0.915
2/2 [==============================] - 0s 16ms/step
>20, 619/693, d1=0.597, d2=0.651 g=0.899
2/2 [==============================] - 0s 18ms/step
>20, 620/693, d1=0.649, d2=0.634 g=1.000
2/2 [==============================] - 0s 17ms/step
>20, 621/693, d1=0.626, d2=0.663 g=1.009
2/2 [==============================] - 0s 17ms/step
>20, 622/693, d1=0.642, d2=0.563 g=0.967
2/2 [==============================] - 0s 16ms/step
>20, 623/693, d1=0.626, d2=0.672 g=0.971
2/2 [==============================] - 0s 19ms/step
>20, 624/693, d1=0.668, d2=0.599 g=0.913
2/2 [==============================] - 0s 18ms/step
>20, 625/693, d1=0.687, d2=0.606 g=0.873
2/2 [==============================] - 0s 19ms/step
>20, 626/693, d1=0.611, d2=0.648 g=0.848
2/2 [==============================] - 0s 18ms/step
>20, 627/693, d1=0.613, d2=0.622 g=0.823
2/2 [==============================] - 0s 17ms/step
>20, 628/693, d1=0.639, d2=0.615 g=0.932
2/2 [==============================] - 0s 16ms/step
>20, 629/693, d1=0.630, d2=0.669 g=0.900
2/2 [==============================] - 0s 17ms/step
>20, 630/693, d1=0.685, d2=0.642 g=0.921
2/2 [==============================] - 0s 16ms/step
>20, 631/693, d1=0.619, d2=0.645 g=0.898
2/2 [==============================] - 0s 17ms/step
>20, 632/693, d1=0.629, d2=0.652 g=0.882
2/2 [==============================] - 0s 17ms/step
>20, 633/693, d1=0.686, d2=0.674 g=0.927
2/2 [==============================] - 0s 18ms/step
>20, 634/693, d1=0.685, d2=0.723 g=0.915
2/2 [==============================] - 0s 18ms/step
>20, 635/693, d1=0.677, d2=0.672 g=0.875
2/2 [==============================] - 0s 16ms/step
>20, 636/693, d1=0.571, d2=0.654 g=0.890
2/2 [==============================] - 0s 17ms/step
>20, 637/693, d1=0.630, d2=0.588 g=0.860
2/2 [==============================] - 0s 18ms/step
>20, 638/693, d1=0.692, d2=0.643 g=0.942
2/2 [==============================] - 0s 16ms/step
>20, 639/693, d1=0.651, d2=0.658 g=0.903
2/2 [==============================] - 0s 18ms/step
>20, 640/693, d1=0.685, d2=0.668 g=0.894
2/2 [==============================] - 0s 17ms/step
>20, 641/693, d1=0.692, d2=0.595 g=0.859
2/2 [==============================] - 0s 19ms/step
>20, 642/693, d1=0.589, d2=0.673 g=0.961
2/2 [==============================] - 0s 18ms/step
>20, 643/693, d1=0.635, d2=0.593 g=0.873
2/2 [==============================] - 0s 17ms/step
>20, 644/693, d1=0.654, d2=0.654 g=0.892
2/2 [==============================] - 0s 17ms/step
>20, 645/693, d1=0.613, d2=0.656 g=0.919
2/2 [==============================] - 0s 16ms/step
>20, 646/693, d1=0.667, d2=0.638 g=0.885
2/2 [==============================] - 0s 17ms/step
>20, 647/693, d1=0.669, d2=0.656 g=0.879
2/2 [==============================] - 0s 17ms/step
>20, 648/693, d1=0.597, d2=0.653 g=0.837
2/2 [==============================] - 0s 18ms/step
>20, 649/693, d1=0.622, d2=0.680 g=0.969
2/2 [==============================] - 0s 17ms/step
>20, 650/693, d1=0.649, d2=0.654 g=0.944
2/2 [==============================] - 0s 19ms/step
>20, 651/693, d1=0.670, d2=0.650 g=0.925
2/2 [==============================] - 0s 18ms/step
>20, 652/693, d1=0.670, d2=0.586 g=0.881
2/2 [==============================] - 0s 17ms/step
>20, 653/693, d1=0.588, d2=0.595 g=0.879
2/2 [==============================] - 0s 18ms/step
>20, 654/693, d1=0.616, d2=0.647 g=0.919
2/2 [==============================] - 0s 18ms/step
>20, 655/693, d1=0.676, d2=0.607 g=0.954
2/2 [==============================] - 0s 18ms/step
>20, 656/693, d1=0.588, d2=0.620 g=0.932
2/2 [==============================] - 0s 18ms/step
>20, 657/693, d1=0.618, d2=0.613 g=0.940
2/2 [==============================] - 0s 17ms/step
>20, 658/693, d1=0.696, d2=0.611 g=0.944
2/2 [==============================] - 0s 17ms/step
>20, 659/693, d1=0.693, d2=0.604 g=0.904
2/2 [==============================] - 0s 17ms/step
>20, 660/693, d1=0.630, d2=0.611 g=0.885
2/2 [==============================] - 0s 17ms/step
>20, 661/693, d1=0.634, d2=0.593 g=0.891
2/2 [==============================] - 0s 16ms/step
>20, 662/693, d1=0.620, d2=0.631 g=0.890
2/2 [==============================] - 0s 17ms/step
>20, 663/693, d1=0.649, d2=0.699 g=0.922
2/2 [==============================] - 0s 17ms/step
>20, 664/693, d1=0.606, d2=0.676 g=0.895
2/2 [==============================] - 0s 17ms/step
>20, 665/693, d1=0.547, d2=0.668 g=0.922
2/2 [==============================] - 0s 17ms/step
>20, 666/693, d1=0.635, d2=0.683 g=0.895
2/2 [==============================] - 0s 17ms/step
>20, 667/693, d1=0.691, d2=0.619 g=0.958
2/2 [==============================] - 0s 17ms/step
>20, 668/693, d1=0.698, d2=0.624 g=0.946
2/2 [==============================] - 0s 18ms/step
>20, 669/693, d1=0.589, d2=0.587 g=1.016
2/2 [==============================] - 0s 17ms/step
>20, 670/693, d1=0.722, d2=0.627 g=0.878
2/2 [==============================] - 0s 18ms/step
>20, 671/693, d1=0.597, d2=0.657 g=0.919
2/2 [==============================] - 0s 17ms/step
>20, 672/693, d1=0.565, d2=0.620 g=0.891
2/2 [==============================] - 0s 18ms/step
>20, 673/693, d1=0.598, d2=0.632 g=0.885
2/2 [==============================] - 0s 17ms/step
>20, 674/693, d1=0.611, d2=0.721 g=0.872
2/2 [==============================] - 0s 20ms/step
>20, 675/693, d1=0.635, d2=0.631 g=0.924
2/2 [==============================] - 0s 17ms/step
>20, 676/693, d1=0.663, d2=0.620 g=0.876
2/2 [==============================] - 0s 17ms/step
>20, 677/693, d1=0.591, d2=0.656 g=0.895
2/2 [==============================] - 0s 16ms/step
>20, 678/693, d1=0.588, d2=0.685 g=0.883
2/2 [==============================] - 0s 17ms/step
>20, 679/693, d1=0.690, d2=0.590 g=0.899
2/2 [==============================] - 0s 16ms/step
>20, 680/693, d1=0.671, d2=0.575 g=0.832
2/2 [==============================] - 0s 17ms/step
>20, 681/693, d1=0.658, d2=0.623 g=0.834
2/2 [==============================] - 0s 17ms/step
>20, 682/693, d1=0.571, d2=0.703 g=0.890
2/2 [==============================] - 0s 18ms/step
>20, 683/693, d1=0.606, d2=0.678 g=0.971
2/2 [==============================] - 0s 17ms/step
>20, 684/693, d1=0.662, d2=0.584 g=0.929
2/2 [==============================] - 0s 17ms/step
>20, 685/693, d1=0.715, d2=0.676 g=0.927
2/2 [==============================] - 0s 17ms/step
>20, 686/693, d1=0.633, d2=0.574 g=0.931
2/2 [==============================] - 0s 18ms/step
>20, 687/693, d1=0.731, d2=0.586 g=0.919
2/2 [==============================] - 0s 16ms/step
>20, 688/693, d1=0.654, d2=0.646 g=0.882
2/2 [==============================] - 0s 16ms/step
>20, 689/693, d1=0.566, d2=0.673 g=0.911
2/2 [==============================] - 0s 17ms/step
>20, 690/693, d1=0.600, d2=0.714 g=0.845
2/2 [==============================] - 0s 17ms/step
>20, 691/693, d1=0.668, d2=0.661 g=0.919
2/2 [==============================] - 0s 17ms/step
>20, 692/693, d1=0.647, d2=0.643 g=0.957
2/2 [==============================] - 0s 17ms/step
>20, 693/693, d1=0.715, d2=0.547 g=0.929
5/5 [==============================] - 0s 17ms/step
>Accuracy real: 63%, fake: 77%
>SSIM score: 0.1064
WARNING:tensorflow:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.
5/5 [==============================] - 0s 17ms/step
2/2 [==============================] - 0s 17ms/step
>21, 1/693, d1=0.669, d2=0.603 g=0.934
2/2 [==============================] - 0s 17ms/step
>21, 2/693, d1=0.653, d2=0.609 g=0.872
2/2 [==============================] - 0s 17ms/step
>21, 3/693, d1=0.627, d2=0.671 g=0.904
2/2 [==============================] - 0s 17ms/step
>21, 4/693, d1=0.627, d2=0.624 g=0.969
2/2 [==============================] - 0s 16ms/step
>21, 5/693, d1=0.658, d2=0.679 g=0.922
2/2 [==============================] - 0s 17ms/step
>21, 6/693, d1=0.709, d2=0.643 g=0.968
2/2 [==============================] - 0s 17ms/step
>21, 7/693, d1=0.661, d2=0.630 g=0.911
2/2 [==============================] - 0s 18ms/step
>21, 8/693, d1=0.645, d2=0.628 g=0.919
2/2 [==============================] - 0s 17ms/step
>21, 9/693, d1=0.620, d2=0.659 g=0.918
2/2 [==============================] - 0s 16ms/step
>21, 10/693, d1=0.605, d2=0.675 g=0.960
2/2 [==============================] - 0s 17ms/step
>21, 11/693, d1=0.670, d2=0.632 g=0.958
2/2 [==============================] - 0s 16ms/step
>21, 12/693, d1=0.607, d2=0.604 g=0.985
2/2 [==============================] - 0s 17ms/step
>21, 13/693, d1=0.661, d2=0.603 g=0.934
2/2 [==============================] - 0s 19ms/step
>21, 14/693, d1=0.639, d2=0.650 g=0.865
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 16ms/step
>21, 292/693, d1=0.659, d2=0.681 g=0.908
2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 19ms/step
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>21, 461/693, d1=0.662, d2=0.644 g=0.978
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 21ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 38ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
>30, 671/693, d1=0.537, d2=0.626 g=1.231
2/2 [==============================] - 0s 17ms/step
>30, 672/693, d1=0.607, d2=0.585 g=1.251
2/2 [==============================] - 0s 16ms/step
>30, 673/693, d1=0.620, d2=0.591 g=1.210
2/2 [==============================] - 0s 17ms/step
>30, 674/693, d1=0.480, d2=0.503 g=1.195
2/2 [==============================] - 0s 16ms/step
>30, 675/693, d1=0.603, d2=0.615 g=1.147
2/2 [==============================] - 0s 17ms/step
>30, 676/693, d1=0.606, d2=0.560 g=1.377
2/2 [==============================] - 0s 17ms/step
>30, 677/693, d1=0.469, d2=0.309 g=1.532
2/2 [==============================] - 0s 18ms/step
>30, 678/693, d1=0.658, d2=0.524 g=1.444
2/2 [==============================] - 0s 16ms/step
>30, 679/693, d1=0.474, d2=0.538 g=1.357
2/2 [==============================] - 0s 17ms/step
>30, 680/693, d1=0.434, d2=0.824 g=1.265
2/2 [==============================] - 0s 17ms/step
>30, 681/693, d1=0.599, d2=0.523 g=1.355
2/2 [==============================] - 0s 17ms/step
>30, 682/693, d1=0.644, d2=0.497 g=1.284
2/2 [==============================] - 0s 16ms/step
>30, 683/693, d1=0.668, d2=0.534 g=1.194
2/2 [==============================] - 0s 17ms/step
>30, 684/693, d1=0.565, d2=0.600 g=1.270
2/2 [==============================] - 0s 20ms/step
>30, 685/693, d1=0.548, d2=0.502 g=1.161
2/2 [==============================] - 0s 16ms/step
>30, 686/693, d1=0.616, d2=0.563 g=1.260
2/2 [==============================] - 0s 17ms/step
>30, 687/693, d1=0.657, d2=0.582 g=1.175
2/2 [==============================] - 0s 20ms/step
>30, 688/693, d1=0.487, d2=0.652 g=1.229
2/2 [==============================] - 0s 20ms/step
>30, 689/693, d1=0.597, d2=0.615 g=1.101
2/2 [==============================] - 0s 20ms/step
>30, 690/693, d1=0.598, d2=0.598 g=1.098
2/2 [==============================] - 0s 19ms/step
>30, 691/693, d1=0.699, d2=0.572 g=1.107
2/2 [==============================] - 0s 17ms/step
>30, 692/693, d1=0.612, d2=0.562 g=1.057
2/2 [==============================] - 0s 20ms/step
>30, 693/693, d1=0.528, d2=0.546 g=1.131
5/5 [==============================] - 0s 20ms/step
>Accuracy real: 70%, fake: 79%
>SSIM score: 0.1365
WARNING:tensorflow:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.
5/5 [==============================] - 0s 20ms/step
2/2 [==============================] - 0s 19ms/step
>31, 1/693, d1=0.582, d2=0.517 g=1.114
2/2 [==============================] - 0s 18ms/step
>31, 2/693, d1=0.593, d2=0.641 g=1.250
2/2 [==============================] - 0s 20ms/step
>31, 3/693, d1=0.629, d2=0.614 g=1.139
2/2 [==============================] - 0s 20ms/step
>31, 4/693, d1=0.473, d2=0.519 g=1.175
2/2 [==============================] - 0s 18ms/step
>31, 5/693, d1=0.541, d2=0.554 g=1.135
2/2 [==============================] - 0s 18ms/step
>31, 6/693, d1=0.630, d2=0.760 g=1.276
2/2 [==============================] - 0s 19ms/step
>31, 7/693, d1=0.662, d2=0.567 g=1.248
2/2 [==============================] - 0s 21ms/step
>31, 8/693, d1=0.505, d2=0.435 g=1.214
2/2 [==============================] - 0s 20ms/step
>31, 9/693, d1=0.550, d2=0.527 g=1.154
2/2 [==============================] - 0s 20ms/step
>31, 10/693, d1=0.553, d2=0.558 g=1.219
2/2 [==============================] - 0s 20ms/step
>31, 11/693, d1=0.521, d2=0.579 g=1.285
2/2 [==============================] - 0s 20ms/step
>31, 12/693, d1=0.577, d2=0.503 g=1.158
2/2 [==============================] - 0s 17ms/step
>31, 13/693, d1=0.655, d2=0.516 g=1.197
2/2 [==============================] - 0s 19ms/step
>31, 14/693, d1=0.505, d2=0.602 g=1.127
2/2 [==============================] - 0s 18ms/step
>31, 15/693, d1=0.538, d2=0.667 g=1.117
2/2 [==============================] - 0s 19ms/step
>31, 16/693, d1=0.493, d2=0.575 g=1.191
2/2 [==============================] - 0s 17ms/step
>31, 17/693, d1=0.486, d2=0.572 g=1.269
2/2 [==============================] - 0s 20ms/step
>31, 18/693, d1=0.724, d2=0.601 g=1.283
2/2 [==============================] - 0s 19ms/step
>31, 19/693, d1=0.471, d2=0.465 g=1.139
2/2 [==============================] - 0s 19ms/step
>31, 20/693, d1=0.554, d2=0.593 g=1.268
2/2 [==============================] - 0s 19ms/step
>31, 21/693, d1=0.612, d2=0.502 g=1.239
2/2 [==============================] - 0s 19ms/step
>31, 22/693, d1=0.613, d2=0.506 g=1.188
2/2 [==============================] - 0s 16ms/step
>31, 23/693, d1=0.551, d2=0.497 g=1.103
2/2 [==============================] - 0s 19ms/step
>31, 24/693, d1=0.563, d2=0.588 g=1.104
2/2 [==============================] - 0s 19ms/step
>31, 25/693, d1=0.604, d2=0.594 g=1.138
2/2 [==============================] - 0s 20ms/step
>31, 26/693, d1=0.507, d2=0.612 g=1.200
2/2 [==============================] - 0s 20ms/step
>31, 27/693, d1=0.597, d2=0.567 g=1.150
2/2 [==============================] - 0s 21ms/step
>31, 28/693, d1=0.565, d2=0.638 g=1.104
2/2 [==============================] - 0s 19ms/step
>31, 29/693, d1=0.547, d2=0.621 g=1.166
2/2 [==============================] - 0s 19ms/step
>31, 30/693, d1=0.607, d2=0.716 g=1.153
2/2 [==============================] - 0s 20ms/step
>31, 31/693, d1=0.562, d2=0.561 g=1.197
2/2 [==============================] - 0s 20ms/step
>31, 32/693, d1=0.563, d2=0.550 g=1.163
2/2 [==============================] - 0s 20ms/step
>31, 33/693, d1=0.631, d2=0.608 g=1.107
2/2 [==============================] - 0s 18ms/step
>31, 34/693, d1=0.568, d2=0.656 g=1.300
2/2 [==============================] - 0s 19ms/step
>31, 35/693, d1=0.589, d2=0.535 g=1.127
2/2 [==============================] - 0s 20ms/step
>31, 36/693, d1=0.622, d2=0.536 g=1.111
2/2 [==============================] - 0s 18ms/step
>31, 37/693, d1=0.608, d2=0.603 g=1.153
2/2 [==============================] - 0s 20ms/step
>31, 38/693, d1=0.561, d2=0.521 g=1.226
2/2 [==============================] - 0s 18ms/step
>31, 39/693, d1=0.553, d2=0.631 g=1.159
2/2 [==============================] - 0s 20ms/step
>31, 40/693, d1=0.577, d2=0.596 g=1.132
2/2 [==============================] - 0s 20ms/step
>31, 41/693, d1=0.576, d2=0.612 g=1.154
2/2 [==============================] - 0s 20ms/step
>31, 42/693, d1=0.546, d2=0.583 g=1.182
2/2 [==============================] - 0s 18ms/step
>31, 43/693, d1=0.564, d2=0.558 g=1.235
2/2 [==============================] - 0s 19ms/step
>31, 44/693, d1=0.569, d2=0.553 g=1.228
2/2 [==============================] - 0s 20ms/step
>31, 45/693, d1=0.743, d2=0.578 g=1.204
2/2 [==============================] - 0s 19ms/step
>31, 46/693, d1=0.547, d2=0.440 g=1.204
2/2 [==============================] - 0s 19ms/step
>31, 47/693, d1=0.615, d2=0.568 g=1.163
2/2 [==============================] - 0s 19ms/step
>31, 48/693, d1=0.422, d2=0.605 g=1.120
2/2 [==============================] - 0s 20ms/step
>31, 49/693, d1=0.685, d2=0.632 g=1.145
2/2 [==============================] - 0s 20ms/step
>31, 50/693, d1=0.521, d2=0.543 g=1.124
2/2 [==============================] - 0s 20ms/step
>31, 51/693, d1=0.621, d2=0.649 g=1.207
2/2 [==============================] - 0s 19ms/step
>31, 52/693, d1=0.608, d2=0.536 g=1.119
2/2 [==============================] - 0s 17ms/step
>31, 53/693, d1=0.533, d2=0.719 g=1.092
2/2 [==============================] - 0s 20ms/step
>31, 54/693, d1=0.424, d2=0.681 g=1.312
2/2 [==============================] - 0s 18ms/step
>31, 55/693, d1=0.660, d2=0.550 g=1.293
2/2 [==============================] - 0s 18ms/step
>31, 56/693, d1=0.606, d2=0.536 g=1.299
2/2 [==============================] - 0s 19ms/step
>31, 57/693, d1=0.644, d2=0.484 g=1.352
2/2 [==============================] - 0s 18ms/step
>31, 58/693, d1=0.639, d2=0.566 g=1.159
2/2 [==============================] - 0s 19ms/step
>31, 59/693, d1=0.567, d2=0.656 g=1.254
2/2 [==============================] - 0s 20ms/step
>31, 60/693, d1=0.540, d2=0.542 g=1.060
2/2 [==============================] - 0s 20ms/step
>31, 61/693, d1=0.532, d2=0.649 g=1.275
2/2 [==============================] - 0s 18ms/step
>31, 62/693, d1=0.651, d2=0.652 g=1.175
2/2 [==============================] - 0s 18ms/step
>31, 63/693, d1=0.701, d2=0.562 g=1.297
2/2 [==============================] - 0s 18ms/step
>31, 64/693, d1=0.610, d2=0.524 g=1.123
2/2 [==============================] - 0s 18ms/step
>31, 65/693, d1=0.466, d2=0.613 g=1.245
2/2 [==============================] - 0s 18ms/step
>31, 66/693, d1=0.474, d2=0.517 g=1.251
2/2 [==============================] - 0s 17ms/step
>31, 67/693, d1=0.666, d2=0.527 g=1.243
2/2 [==============================] - 0s 17ms/step
>31, 68/693, d1=0.716, d2=0.620 g=1.042
2/2 [==============================] - 0s 18ms/step
>31, 69/693, d1=0.546, d2=0.600 g=1.124
2/2 [==============================] - 0s 17ms/step
>31, 70/693, d1=0.513, d2=0.489 g=1.189
2/2 [==============================] - 0s 17ms/step
>31, 71/693, d1=0.538, d2=0.604 g=1.099
2/2 [==============================] - 0s 18ms/step
>31, 72/693, d1=0.607, d2=0.544 g=1.061
2/2 [==============================] - 0s 15ms/step
>31, 73/693, d1=0.585, d2=0.618 g=1.156
2/2 [==============================] - 0s 19ms/step
>31, 74/693, d1=0.567, d2=0.560 g=1.053
2/2 [==============================] - 0s 18ms/step
>31, 75/693, d1=0.618, d2=0.712 g=1.049
2/2 [==============================] - 0s 19ms/step
>31, 76/693, d1=0.556, d2=0.525 g=1.095
2/2 [==============================] - 0s 17ms/step
>31, 77/693, d1=0.530, d2=0.725 g=1.202
2/2 [==============================] - 0s 16ms/step
>31, 78/693, d1=0.573, d2=0.445 g=1.194
2/2 [==============================] - 0s 17ms/step
>31, 79/693, d1=0.594, d2=0.482 g=1.228
2/2 [==============================] - 0s 16ms/step
>31, 80/693, d1=0.616, d2=0.615 g=1.119
2/2 [==============================] - 0s 18ms/step
>31, 81/693, d1=0.553, d2=0.688 g=1.164
2/2 [==============================] - 0s 17ms/step
>31, 82/693, d1=0.690, d2=0.540 g=1.144
2/2 [==============================] - 0s 19ms/step
>31, 83/693, d1=0.537, d2=0.507 g=1.137
2/2 [==============================] - 0s 17ms/step
>31, 84/693, d1=0.587, d2=0.569 g=1.129
2/2 [==============================] - 0s 18ms/step
>31, 85/693, d1=0.513, d2=0.606 g=1.203
2/2 [==============================] - 0s 17ms/step
>31, 86/693, d1=0.617, d2=0.686 g=1.041
2/2 [==============================] - 0s 18ms/step
>31, 87/693, d1=0.633, d2=0.554 g=1.145
2/2 [==============================] - 0s 17ms/step
>31, 88/693, d1=0.682, d2=0.513 g=1.134
2/2 [==============================] - 0s 18ms/step
>31, 89/693, d1=0.483, d2=0.616 g=1.065
2/2 [==============================] - 0s 17ms/step
>31, 90/693, d1=0.599, d2=0.701 g=1.151
2/2 [==============================] - 0s 20ms/step
>31, 91/693, d1=0.553, d2=0.620 g=1.269
2/2 [==============================] - 0s 17ms/step
>31, 92/693, d1=0.555, d2=0.500 g=1.129
2/2 [==============================] - 0s 18ms/step
>31, 93/693, d1=0.622, d2=0.617 g=1.245
2/2 [==============================] - 0s 17ms/step
>31, 94/693, d1=0.542, d2=0.546 g=1.200
2/2 [==============================] - 0s 16ms/step
>31, 95/693, d1=0.591, d2=0.573 g=1.193
2/2 [==============================] - 0s 16ms/step
>31, 96/693, d1=0.581, d2=0.584 g=1.141
2/2 [==============================] - 0s 17ms/step
>31, 97/693, d1=0.581, d2=0.610 g=1.072
2/2 [==============================] - 0s 17ms/step
>31, 98/693, d1=0.570, d2=0.559 g=1.266
2/2 [==============================] - 0s 17ms/step
>31, 99/693, d1=0.694, d2=0.516 g=1.148
2/2 [==============================] - 0s 18ms/step
>31, 100/693, d1=0.584, d2=0.667 g=1.286
2/2 [==============================] - 0s 19ms/step
>31, 101/693, d1=0.594, d2=0.492 g=1.246
2/2 [==============================] - 0s 19ms/step
>31, 102/693, d1=0.634, d2=0.616 g=1.164
2/2 [==============================] - 0s 18ms/step
>31, 103/693, d1=0.556, d2=0.539 g=1.097
2/2 [==============================] - 0s 20ms/step
>31, 104/693, d1=0.475, d2=0.593 g=1.239
2/2 [==============================] - 0s 20ms/step
>31, 105/693, d1=0.550, d2=0.499 g=1.207
2/2 [==============================] - 0s 20ms/step
>31, 106/693, d1=0.538, d2=0.522 g=1.536
2/2 [==============================] - 0s 21ms/step
>31, 107/693, d1=0.682, d2=0.482 g=1.212
2/2 [==============================] - 0s 21ms/step
>31, 108/693, d1=0.645, d2=0.600 g=1.133
2/2 [==============================] - 0s 19ms/step
>31, 109/693, d1=0.740, d2=0.652 g=1.097
2/2 [==============================] - 0s 21ms/step
>31, 110/693, d1=0.539, d2=0.683 g=1.112
2/2 [==============================] - 0s 19ms/step
>31, 111/693, d1=0.469, d2=0.639 g=1.023
2/2 [==============================] - 0s 20ms/step
>31, 112/693, d1=0.565, d2=0.571 g=1.168
2/2 [==============================] - 0s 20ms/step
>31, 113/693, d1=0.502, d2=0.608 g=1.098
2/2 [==============================] - 0s 21ms/step
>31, 114/693, d1=0.572, d2=0.555 g=1.124
2/2 [==============================] - 0s 20ms/step
>31, 115/693, d1=0.589, d2=0.542 g=1.117
2/2 [==============================] - 0s 20ms/step
>31, 116/693, d1=0.579, d2=0.705 g=1.181
2/2 [==============================] - 0s 20ms/step
>31, 117/693, d1=0.576, d2=0.591 g=1.226
2/2 [==============================] - 0s 20ms/step
>31, 118/693, d1=0.707, d2=0.562 g=1.137
2/2 [==============================] - 0s 19ms/step
>31, 119/693, d1=0.616, d2=0.573 g=1.141
2/2 [==============================] - 0s 19ms/step
>31, 120/693, d1=0.599, d2=0.641 g=1.196
2/2 [==============================] - 0s 20ms/step
>31, 121/693, d1=0.581, d2=0.501 g=1.154
2/2 [==============================] - 0s 20ms/step
>31, 122/693, d1=0.650, d2=0.694 g=1.203
2/2 [==============================] - 0s 18ms/step
>31, 123/693, d1=0.539, d2=0.501 g=1.179
2/2 [==============================] - 0s 19ms/step
>31, 124/693, d1=0.614, d2=0.533 g=1.117
2/2 [==============================] - 0s 20ms/step
>31, 125/693, d1=0.531, d2=0.557 g=1.037
2/2 [==============================] - 0s 18ms/step
>31, 126/693, d1=0.693, d2=0.560 g=1.158
2/2 [==============================] - 0s 19ms/step
>31, 127/693, d1=0.526, d2=0.608 g=1.240
2/2 [==============================] - 0s 18ms/step
>31, 128/693, d1=0.544, d2=0.562 g=1.255
2/2 [==============================] - 0s 19ms/step
>31, 129/693, d1=0.724, d2=0.623 g=1.229
2/2 [==============================] - 0s 19ms/step
>31, 130/693, d1=0.536, d2=0.550 g=1.195
2/2 [==============================] - 0s 16ms/step
>31, 131/693, d1=0.551, d2=0.520 g=1.278
2/2 [==============================] - 0s 18ms/step
>31, 132/693, d1=0.549, d2=0.589 g=1.186
2/2 [==============================] - 0s 18ms/step
>31, 133/693, d1=0.671, d2=0.562 g=1.188
2/2 [==============================] - 0s 19ms/step
>31, 134/693, d1=0.574, d2=0.541 g=1.117
2/2 [==============================] - 0s 20ms/step
>31, 135/693, d1=0.604, d2=0.649 g=1.210
2/2 [==============================] - 0s 19ms/step
>31, 136/693, d1=0.455, d2=0.544 g=1.137
2/2 [==============================] - 0s 20ms/step
>31, 137/693, d1=0.573, d2=0.647 g=1.243
2/2 [==============================] - 0s 20ms/step
>31, 138/693, d1=0.558, d2=0.590 g=1.281
2/2 [==============================] - 0s 21ms/step
>31, 139/693, d1=0.587, d2=0.500 g=1.214
2/2 [==============================] - 0s 18ms/step
>31, 140/693, d1=0.587, d2=0.488 g=1.295
2/2 [==============================] - 0s 18ms/step
>31, 141/693, d1=0.606, d2=0.543 g=1.170
2/2 [==============================] - 0s 18ms/step
>31, 142/693, d1=0.539, d2=0.550 g=1.221
2/2 [==============================] - 0s 19ms/step
>31, 143/693, d1=0.597, d2=0.587 g=1.174
2/2 [==============================] - 0s 17ms/step
>31, 144/693, d1=0.615, d2=0.491 g=1.118
2/2 [==============================] - 0s 16ms/step
>31, 145/693, d1=0.556, d2=0.640 g=1.075
2/2 [==============================] - 0s 19ms/step
>31, 146/693, d1=0.552, d2=0.636 g=1.129
2/2 [==============================] - 0s 16ms/step
>31, 147/693, d1=0.527, d2=0.511 g=1.097
2/2 [==============================] - 0s 18ms/step
>31, 148/693, d1=0.702, d2=0.576 g=1.116
2/2 [==============================] - 0s 17ms/step
>31, 149/693, d1=0.577, d2=0.596 g=1.070
2/2 [==============================] - 0s 17ms/step
>31, 150/693, d1=0.456, d2=0.618 g=0.964
2/2 [==============================] - 0s 16ms/step
>31, 151/693, d1=0.546, d2=0.596 g=1.222
2/2 [==============================] - 0s 17ms/step
>31, 152/693, d1=0.725, d2=0.595 g=1.168
2/2 [==============================] - 0s 16ms/step
>31, 153/693, d1=0.593, d2=0.537 g=1.136
2/2 [==============================] - 0s 16ms/step
>31, 154/693, d1=0.597, d2=0.600 g=1.188
2/2 [==============================] - 0s 17ms/step
>31, 155/693, d1=0.668, d2=0.560 g=1.092
2/2 [==============================] - 0s 18ms/step
>31, 156/693, d1=0.527, d2=0.607 g=1.118
2/2 [==============================] - 0s 15ms/step
>31, 157/693, d1=0.582, d2=0.521 g=1.056
2/2 [==============================] - 0s 16ms/step
>31, 158/693, d1=0.579, d2=0.618 g=1.209
2/2 [==============================] - 0s 16ms/step
>31, 159/693, d1=0.589, d2=0.561 g=1.095
2/2 [==============================] - 0s 17ms/step
>31, 160/693, d1=0.544, d2=0.583 g=1.125
2/2 [==============================] - 0s 18ms/step
>31, 161/693, d1=0.588, d2=0.604 g=1.139
2/2 [==============================] - 0s 18ms/step
>31, 162/693, d1=0.630, d2=0.608 g=1.084
2/2 [==============================] - 0s 16ms/step
>31, 163/693, d1=0.524, d2=0.497 g=1.100
2/2 [==============================] - 0s 17ms/step
>31, 164/693, d1=0.676, d2=0.548 g=1.112
2/2 [==============================] - 0s 17ms/step
>31, 165/693, d1=0.523, d2=0.589 g=1.169
2/2 [==============================] - 0s 19ms/step
>31, 166/693, d1=0.546, d2=0.543 g=1.206
2/2 [==============================] - 0s 18ms/step
>31, 167/693, d1=0.624, d2=0.660 g=1.130
2/2 [==============================] - 0s 16ms/step
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>40, 671/693, d1=0.637, d2=0.445 g=1.328
2/2 [==============================] - 0s 17ms/step
>40, 672/693, d1=0.422, d2=0.552 g=1.457
2/2 [==============================] - 0s 17ms/step
>40, 673/693, d1=0.469, d2=0.552 g=1.420
2/2 [==============================] - 0s 16ms/step
>40, 674/693, d1=0.551, d2=0.517 g=1.391
2/2 [==============================] - 0s 16ms/step
>40, 675/693, d1=0.533, d2=0.498 g=1.562
2/2 [==============================] - 0s 16ms/step
>40, 676/693, d1=0.552, d2=0.440 g=1.496
2/2 [==============================] - 0s 17ms/step
>40, 677/693, d1=0.464, d2=0.540 g=1.428
2/2 [==============================] - 0s 17ms/step
>40, 678/693, d1=0.589, d2=0.426 g=1.405
2/2 [==============================] - 0s 17ms/step
>40, 679/693, d1=0.537, d2=0.603 g=1.484
2/2 [==============================] - 0s 17ms/step
>40, 680/693, d1=0.435, d2=0.445 g=1.396
2/2 [==============================] - 0s 16ms/step
>40, 681/693, d1=0.637, d2=0.465 g=1.359
2/2 [==============================] - 0s 17ms/step
>40, 682/693, d1=0.482, d2=0.569 g=1.257
2/2 [==============================] - 0s 16ms/step
>40, 683/693, d1=0.450, d2=0.515 g=1.512
2/2 [==============================] - 0s 16ms/step
>40, 684/693, d1=0.564, d2=0.602 g=1.452
2/2 [==============================] - 0s 16ms/step
>40, 685/693, d1=0.658, d2=0.488 g=1.419
2/2 [==============================] - 0s 18ms/step
>40, 686/693, d1=0.653, d2=0.498 g=1.310
2/2 [==============================] - 0s 16ms/step
>40, 687/693, d1=0.447, d2=0.489 g=1.383
2/2 [==============================] - 0s 17ms/step
>40, 688/693, d1=0.522, d2=0.487 g=1.339
2/2 [==============================] - 0s 16ms/step
>40, 689/693, d1=0.520, d2=0.541 g=1.516
2/2 [==============================] - 0s 17ms/step
>40, 690/693, d1=0.546, d2=0.476 g=1.324
2/2 [==============================] - 0s 17ms/step
>40, 691/693, d1=0.558, d2=0.551 g=1.245
2/2 [==============================] - 0s 17ms/step
>40, 692/693, d1=0.409, d2=0.449 g=1.339
2/2 [==============================] - 0s 16ms/step
>40, 693/693, d1=0.491, d2=0.619 g=1.362
5/5 [==============================] - 0s 17ms/step
>Accuracy real: 73%, fake: 86%
>SSIM score: 0.1148
WARNING:tensorflow:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.
5/5 [==============================] - 0s 17ms/step
2/2 [==============================] - 0s 16ms/step
>41, 1/693, d1=0.575, d2=0.494 g=1.391
2/2 [==============================] - 0s 17ms/step
>41, 2/693, d1=0.499, d2=0.431 g=1.462
2/2 [==============================] - 0s 17ms/step
>41, 3/693, d1=0.501, d2=0.525 g=1.539
2/2 [==============================] - 0s 16ms/step
>41, 4/693, d1=0.565, d2=0.536 g=1.356
2/2 [==============================] - 0s 17ms/step
>41, 5/693, d1=0.526, d2=0.520 g=1.361
2/2 [==============================] - 0s 17ms/step
>41, 6/693, d1=0.544, d2=0.520 g=1.530
2/2 [==============================] - 0s 17ms/step
>41, 7/693, d1=0.598, d2=0.443 g=1.381
2/2 [==============================] - 0s 17ms/step
>41, 8/693, d1=0.466, d2=0.539 g=1.513
2/2 [==============================] - 0s 16ms/step
>41, 9/693, d1=0.525, d2=0.404 g=1.417
2/2 [==============================] - 0s 18ms/step
>41, 10/693, d1=0.456, d2=0.467 g=1.396
2/2 [==============================] - 0s 16ms/step
>41, 11/693, d1=0.489, d2=0.505 g=1.347
2/2 [==============================] - 0s 17ms/step
>41, 12/693, d1=0.426, d2=0.438 g=1.516
2/2 [==============================] - 0s 16ms/step
>41, 13/693, d1=0.569, d2=0.505 g=1.420
2/2 [==============================] - 0s 17ms/step
>41, 14/693, d1=0.416, d2=0.438 g=1.443
2/2 [==============================] - 0s 16ms/step
>41, 15/693, d1=0.459, d2=0.511 g=1.476
2/2 [==============================] - 0s 16ms/step
>41, 16/693, d1=0.552, d2=0.386 g=1.462
2/2 [==============================] - 0s 16ms/step
>41, 17/693, d1=0.589, d2=0.546 g=1.276
2/2 [==============================] - 0s 17ms/step
>41, 18/693, d1=0.435, d2=0.448 g=1.419
2/2 [==============================] - 0s 17ms/step
>41, 19/693, d1=0.540, d2=0.520 g=1.554
2/2 [==============================] - 0s 16ms/step
>41, 20/693, d1=0.554, d2=0.441 g=1.441
2/2 [==============================] - 0s 17ms/step
>41, 21/693, d1=0.483, d2=0.482 g=1.452
2/2 [==============================] - 0s 17ms/step
>41, 22/693, d1=0.455, d2=0.593 g=1.470
2/2 [==============================] - 0s 17ms/step
>41, 23/693, d1=0.513, d2=0.554 g=1.507
2/2 [==============================] - 0s 17ms/step
>41, 24/693, d1=0.489, d2=0.447 g=1.636
2/2 [==============================] - 0s 18ms/step
>41, 25/693, d1=0.612, d2=0.423 g=1.463
2/2 [==============================] - 0s 17ms/step
>41, 26/693, d1=0.472, d2=0.477 g=1.543
2/2 [==============================] - 0s 17ms/step
>41, 27/693, d1=0.571, d2=0.569 g=1.574
2/2 [==============================] - 0s 17ms/step
>41, 28/693, d1=0.437, d2=0.681 g=1.575
2/2 [==============================] - 0s 15ms/step
>41, 29/693, d1=0.556, d2=0.445 g=1.483
2/2 [==============================] - 0s 17ms/step
>41, 30/693, d1=0.523, d2=0.358 g=1.423
2/2 [==============================] - 0s 16ms/step
>41, 31/693, d1=0.498, d2=0.602 g=1.341
2/2 [==============================] - 0s 18ms/step
>41, 32/693, d1=0.631, d2=0.458 g=1.374
2/2 [==============================] - 0s 16ms/step
>41, 33/693, d1=0.548, d2=0.473 g=1.458
2/2 [==============================] - 0s 16ms/step
>41, 34/693, d1=0.475, d2=0.481 g=1.592
2/2 [==============================] - 0s 17ms/step
>41, 35/693, d1=0.526, d2=0.502 g=1.478
2/2 [==============================] - 0s 17ms/step
>41, 36/693, d1=0.609, d2=0.450 g=1.401
2/2 [==============================] - 0s 17ms/step
>41, 37/693, d1=0.616, d2=0.492 g=1.370
2/2 [==============================] - 0s 17ms/step
>41, 38/693, d1=0.455, d2=0.619 g=1.436
2/2 [==============================] - 0s 16ms/step
>41, 39/693, d1=0.555, d2=0.434 g=1.429
2/2 [==============================] - 0s 18ms/step
>41, 40/693, d1=0.579, d2=0.465 g=1.590
2/2 [==============================] - 0s 17ms/step
>41, 41/693, d1=0.515, d2=0.465 g=1.409
2/2 [==============================] - 0s 18ms/step
>41, 42/693, d1=0.504, d2=0.571 g=1.367
2/2 [==============================] - 0s 16ms/step
>41, 43/693, d1=0.435, d2=0.441 g=1.338
2/2 [==============================] - 0s 17ms/step
>41, 44/693, d1=0.538, d2=0.514 g=1.406
2/2 [==============================] - 0s 17ms/step
>41, 45/693, d1=0.491, d2=0.490 g=1.423
2/2 [==============================] - 0s 17ms/step
>41, 46/693, d1=0.413, d2=0.486 g=1.474
2/2 [==============================] - 0s 20ms/step
>41, 47/693, d1=0.570, d2=0.523 g=1.544
2/2 [==============================] - 0s 17ms/step
>41, 48/693, d1=0.526, d2=0.513 g=1.533
2/2 [==============================] - 0s 17ms/step
>41, 49/693, d1=0.679, d2=0.446 g=1.365
2/2 [==============================] - 0s 16ms/step
>41, 50/693, d1=0.589, d2=0.495 g=1.475
2/2 [==============================] - 0s 16ms/step
>41, 51/693, d1=0.547, d2=0.512 g=1.407
2/2 [==============================] - 0s 18ms/step
>41, 52/693, d1=0.470, d2=0.482 g=1.377
2/2 [==============================] - 0s 16ms/step
>41, 53/693, d1=0.508, d2=0.479 g=1.359
2/2 [==============================] - 0s 17ms/step
>41, 54/693, d1=0.489, d2=0.692 g=1.496
2/2 [==============================] - 0s 16ms/step
>41, 55/693, d1=0.560, d2=0.361 g=1.455
2/2 [==============================] - 0s 17ms/step
>41, 56/693, d1=0.487, d2=0.499 g=1.522
2/2 [==============================] - 0s 17ms/step
>41, 57/693, d1=0.483, d2=0.538 g=1.572
2/2 [==============================] - 0s 16ms/step
>41, 58/693, d1=0.623, d2=0.485 g=1.225
2/2 [==============================] - 0s 17ms/step
>41, 59/693, d1=0.488, d2=0.514 g=1.421
2/2 [==============================] - 0s 17ms/step
>41, 60/693, d1=0.552, d2=0.481 g=1.425
2/2 [==============================] - 0s 17ms/step
>41, 61/693, d1=0.579, d2=0.506 g=1.661
2/2 [==============================] - 0s 16ms/step
>41, 62/693, d1=0.595, d2=0.533 g=1.304
2/2 [==============================] - 0s 18ms/step
>41, 63/693, d1=0.574, d2=0.460 g=1.378
2/2 [==============================] - 0s 16ms/step
>41, 64/693, d1=0.437, d2=0.526 g=1.402
2/2 [==============================] - 0s 17ms/step
>41, 65/693, d1=0.424, d2=0.681 g=1.313
2/2 [==============================] - 0s 18ms/step
>41, 66/693, d1=0.670, d2=0.510 g=1.417
2/2 [==============================] - 0s 17ms/step
>41, 67/693, d1=0.470, d2=0.425 g=1.535
2/2 [==============================] - 0s 18ms/step
>41, 68/693, d1=0.611, d2=0.497 g=1.364
2/2 [==============================] - 0s 18ms/step
>41, 69/693, d1=0.472, d2=0.490 g=1.432
2/2 [==============================] - 0s 17ms/step
>41, 70/693, d1=0.544, d2=0.495 g=1.453
2/2 [==============================] - 0s 16ms/step
>41, 71/693, d1=0.449, d2=0.595 g=1.546
2/2 [==============================] - 0s 16ms/step
>41, 72/693, d1=0.552, d2=0.462 g=1.564
2/2 [==============================] - 0s 18ms/step
>41, 73/693, d1=0.519, d2=0.438 g=1.501
2/2 [==============================] - 0s 17ms/step
>41, 74/693, d1=0.587, d2=0.603 g=1.346
2/2 [==============================] - 0s 17ms/step
>41, 75/693, d1=0.672, d2=0.477 g=1.332
2/2 [==============================] - 0s 16ms/step
>41, 76/693, d1=0.385, d2=0.530 g=1.382
2/2 [==============================] - 0s 17ms/step
>41, 77/693, d1=0.486, d2=0.499 g=1.473
2/2 [==============================] - 0s 15ms/step
>41, 78/693, d1=0.526, d2=0.470 g=1.461
2/2 [==============================] - 0s 17ms/step
>41, 79/693, d1=0.597, d2=0.537 g=1.470
2/2 [==============================] - 0s 17ms/step
>41, 80/693, d1=0.511, d2=0.441 g=1.513
2/2 [==============================] - 0s 17ms/step
>41, 81/693, d1=0.582, d2=0.498 g=1.362
2/2 [==============================] - 0s 16ms/step
>41, 82/693, d1=0.489, d2=0.501 g=1.424
2/2 [==============================] - 0s 17ms/step
>41, 83/693, d1=0.557, d2=0.476 g=1.272
2/2 [==============================] - 0s 16ms/step
>41, 84/693, d1=0.467, d2=0.494 g=1.368
2/2 [==============================] - 0s 17ms/step
>41, 85/693, d1=0.598, d2=0.476 g=1.285
2/2 [==============================] - 0s 17ms/step
>41, 86/693, d1=0.559, d2=0.524 g=1.300
2/2 [==============================] - 0s 17ms/step
>41, 87/693, d1=0.431, d2=0.462 g=1.381
2/2 [==============================] - 0s 17ms/step
>41, 88/693, d1=0.405, d2=0.581 g=1.344
2/2 [==============================] - 0s 17ms/step
>41, 89/693, d1=0.567, d2=0.543 g=1.421
2/2 [==============================] - 0s 16ms/step
>41, 90/693, d1=0.539, d2=0.458 g=1.392
2/2 [==============================] - 0s 16ms/step
>41, 91/693, d1=0.650, d2=0.558 g=1.247
2/2 [==============================] - 0s 17ms/step
>41, 92/693, d1=0.537, d2=0.590 g=1.348
2/2 [==============================] - 0s 16ms/step
>41, 93/693, d1=0.461, d2=0.518 g=1.379
2/2 [==============================] - 0s 17ms/step
>41, 94/693, d1=0.533, d2=0.467 g=1.341
2/2 [==============================] - 0s 16ms/step
>41, 95/693, d1=0.563, d2=0.461 g=1.406
2/2 [==============================] - 0s 16ms/step
>41, 96/693, d1=0.562, d2=0.550 g=1.355
2/2 [==============================] - 0s 17ms/step
>41, 97/693, d1=0.455, d2=0.400 g=1.356
2/2 [==============================] - 0s 17ms/step
>41, 98/693, d1=0.544, d2=0.465 g=1.334
2/2 [==============================] - 0s 16ms/step
>41, 99/693, d1=0.492, d2=0.533 g=1.493
2/2 [==============================] - 0s 16ms/step
>41, 100/693, d1=0.460, d2=0.411 g=1.331
2/2 [==============================] - 0s 18ms/step
>41, 101/693, d1=0.591, d2=0.483 g=1.345
2/2 [==============================] - 0s 17ms/step
>41, 102/693, d1=0.481, d2=0.461 g=1.327
2/2 [==============================] - 0s 17ms/step
>41, 103/693, d1=0.410, d2=0.622 g=1.581
2/2 [==============================] - 0s 16ms/step
>41, 104/693, d1=0.586, d2=0.488 g=1.324
2/2 [==============================] - 0s 17ms/step
>41, 105/693, d1=0.563, d2=0.511 g=1.497
2/2 [==============================] - 0s 16ms/step
>41, 106/693, d1=0.458, d2=0.502 g=1.467
2/2 [==============================] - 0s 17ms/step
>41, 107/693, d1=0.587, d2=0.574 g=1.398
2/2 [==============================] - 0s 17ms/step
>41, 108/693, d1=0.563, d2=0.591 g=1.461
2/2 [==============================] - 0s 17ms/step
>41, 109/693, d1=0.527, d2=0.449 g=1.473
2/2 [==============================] - 0s 17ms/step
>41, 110/693, d1=0.623, d2=0.403 g=1.374
2/2 [==============================] - 0s 17ms/step
>41, 111/693, d1=0.537, d2=0.661 g=1.230
2/2 [==============================] - 0s 18ms/step
>41, 112/693, d1=0.485, d2=0.671 g=1.401
2/2 [==============================] - 0s 16ms/step
>41, 113/693, d1=0.438, d2=0.561 g=1.430
2/2 [==============================] - 0s 16ms/step
>41, 114/693, d1=0.504, d2=0.467 g=1.526
2/2 [==============================] - 0s 16ms/step
>41, 115/693, d1=0.583, d2=0.556 g=1.468
2/2 [==============================] - 0s 17ms/step
>41, 116/693, d1=0.576, d2=0.407 g=1.444
2/2 [==============================] - 0s 17ms/step
>41, 117/693, d1=0.539, d2=0.495 g=1.400
2/2 [==============================] - 0s 17ms/step
>41, 118/693, d1=0.476, d2=0.618 g=1.498
2/2 [==============================] - 0s 16ms/step
>41, 119/693, d1=0.619, d2=0.423 g=1.487
2/2 [==============================] - 0s 17ms/step
>41, 120/693, d1=0.538, d2=0.515 g=1.424
2/2 [==============================] - 0s 16ms/step
>41, 121/693, d1=0.383, d2=0.463 g=1.450
2/2 [==============================] - 0s 17ms/step
>41, 122/693, d1=0.564, d2=0.468 g=1.480
2/2 [==============================] - 0s 17ms/step
>41, 123/693, d1=0.570, d2=0.406 g=1.546
2/2 [==============================] - 0s 17ms/step
>41, 124/693, d1=0.546, d2=0.531 g=1.557
2/2 [==============================] - 0s 17ms/step
>41, 125/693, d1=0.638, d2=0.574 g=1.366
2/2 [==============================] - 0s 17ms/step
>41, 126/693, d1=0.413, d2=0.600 g=1.522
2/2 [==============================] - 0s 17ms/step
>41, 127/693, d1=0.571, d2=0.412 g=1.471
2/2 [==============================] - 0s 16ms/step
>41, 128/693, d1=0.535, d2=0.412 g=1.324
2/2 [==============================] - 0s 17ms/step
>41, 129/693, d1=0.570, d2=0.641 g=1.426
2/2 [==============================] - 0s 17ms/step
>41, 130/693, d1=0.572, d2=0.397 g=1.500
2/2 [==============================] - 0s 16ms/step
>41, 131/693, d1=0.490, d2=0.500 g=1.437
2/2 [==============================] - 0s 17ms/step
>41, 132/693, d1=0.511, d2=0.517 g=1.319
2/2 [==============================] - 0s 17ms/step
>41, 133/693, d1=0.473, d2=0.631 g=1.406
2/2 [==============================] - 0s 17ms/step
>41, 134/693, d1=0.586, d2=0.451 g=1.385
2/2 [==============================] - 0s 17ms/step
>41, 135/693, d1=0.553, d2=0.483 g=1.257
2/2 [==============================] - 0s 17ms/step
>41, 136/693, d1=0.560, d2=0.449 g=1.408
2/2 [==============================] - 0s 18ms/step
>41, 137/693, d1=0.530, d2=0.439 g=1.323
2/2 [==============================] - 0s 17ms/step
>41, 138/693, d1=0.480, d2=0.603 g=1.384
2/2 [==============================] - 0s 17ms/step
>41, 139/693, d1=0.431, d2=0.611 g=1.365
2/2 [==============================] - 0s 17ms/step
>41, 140/693, d1=0.467, d2=0.493 g=1.516
2/2 [==============================] - 0s 17ms/step
>41, 141/693, d1=0.598, d2=0.509 g=1.392
2/2 [==============================] - 0s 17ms/step
>41, 142/693, d1=0.621, d2=0.457 g=1.440
2/2 [==============================] - 0s 17ms/step
>41, 143/693, d1=0.471, d2=0.619 g=1.404
2/2 [==============================] - 0s 18ms/step
>41, 144/693, d1=0.505, d2=0.412 g=1.843
2/2 [==============================] - 0s 17ms/step
>41, 145/693, d1=0.645, d2=0.420 g=1.566
2/2 [==============================] - 0s 17ms/step
>41, 146/693, d1=0.557, d2=0.425 g=1.333
2/2 [==============================] - 0s 17ms/step
>41, 147/693, d1=0.535, d2=0.479 g=1.404
2/2 [==============================] - 0s 16ms/step
>41, 148/693, d1=0.478, d2=0.521 g=1.200
2/2 [==============================] - 0s 17ms/step
>41, 149/693, d1=0.349, d2=0.500 g=1.529
2/2 [==============================] - 0s 18ms/step
>41, 150/693, d1=0.541, d2=0.382 g=1.631
2/2 [==============================] - 0s 17ms/step
>41, 151/693, d1=0.535, d2=0.455 g=1.479
2/2 [==============================] - 0s 17ms/step
>41, 152/693, d1=0.578, d2=0.482 g=1.371
2/2 [==============================] - 0s 16ms/step
>41, 153/693, d1=0.496, d2=0.585 g=1.328
2/2 [==============================] - 0s 17ms/step
>41, 154/693, d1=0.469, d2=0.463 g=1.271
2/2 [==============================] - 0s 17ms/step
>41, 155/693, d1=0.423, d2=0.723 g=1.487
2/2 [==============================] - 0s 17ms/step
>41, 156/693, d1=0.725, d2=0.473 g=1.355
2/2 [==============================] - 0s 17ms/step
>41, 157/693, d1=0.591, d2=0.462 g=1.270
2/2 [==============================] - 0s 17ms/step
>41, 158/693, d1=0.658, d2=0.539 g=1.252
2/2 [==============================] - 0s 16ms/step
>41, 159/693, d1=0.470, d2=0.501 g=1.305
2/2 [==============================] - 0s 17ms/step
>41, 160/693, d1=0.499, d2=0.536 g=1.356
2/2 [==============================] - 0s 16ms/step
>41, 161/693, d1=0.567, d2=0.507 g=1.359
2/2 [==============================] - 0s 17ms/step
>41, 162/693, d1=0.478, d2=0.444 g=1.562
2/2 [==============================] - 0s 17ms/step
>41, 163/693, d1=0.531, d2=0.549 g=1.521
2/2 [==============================] - 0s 17ms/step
>41, 164/693, d1=0.489, d2=0.535 g=1.403
2/2 [==============================] - 0s 18ms/step
>41, 165/693, d1=0.500, d2=0.326 g=1.417
2/2 [==============================] - 0s 16ms/step
>41, 166/693, d1=0.601, d2=0.502 g=1.472
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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>50, 667/693, d1=0.559, d2=0.430 g=1.753
2/2 [==============================] - 0s 17ms/step
>50, 668/693, d1=0.579, d2=0.319 g=1.686
2/2 [==============================] - 0s 16ms/step
>50, 669/693, d1=0.407, d2=0.475 g=1.675
2/2 [==============================] - 0s 17ms/step
>50, 670/693, d1=0.387, d2=0.560 g=2.006
2/2 [==============================] - 0s 16ms/step
>50, 671/693, d1=0.446, d2=0.353 g=1.947
2/2 [==============================] - 0s 16ms/step
>50, 672/693, d1=0.451, d2=0.320 g=1.676
2/2 [==============================] - 0s 16ms/step
>50, 673/693, d1=0.514, d2=0.376 g=1.772
2/2 [==============================] - 0s 17ms/step
>50, 674/693, d1=0.312, d2=0.576 g=1.844
2/2 [==============================] - 0s 16ms/step
>50, 675/693, d1=0.464, d2=0.362 g=2.225
2/2 [==============================] - 0s 17ms/step
>50, 676/693, d1=0.601, d2=0.334 g=1.834
2/2 [==============================] - 0s 16ms/step
>50, 677/693, d1=0.474, d2=0.440 g=1.740
2/2 [==============================] - 0s 16ms/step
>50, 678/693, d1=0.511, d2=0.438 g=1.482
2/2 [==============================] - 0s 18ms/step
>50, 679/693, d1=0.408, d2=0.374 g=1.612
2/2 [==============================] - 0s 16ms/step
>50, 680/693, d1=0.424, d2=0.362 g=1.797
2/2 [==============================] - 0s 17ms/step
>50, 681/693, d1=0.414, d2=0.389 g=1.788
2/2 [==============================] - 0s 17ms/step
>50, 682/693, d1=0.369, d2=0.388 g=1.772
2/2 [==============================] - 0s 17ms/step
>50, 683/693, d1=0.546, d2=0.371 g=1.805
2/2 [==============================] - 0s 16ms/step
>50, 684/693, d1=0.387, d2=0.415 g=1.703
2/2 [==============================] - 0s 18ms/step
>50, 685/693, d1=0.423, d2=0.360 g=1.901
2/2 [==============================] - 0s 17ms/step
>50, 686/693, d1=0.569, d2=0.350 g=1.885
2/2 [==============================] - 0s 16ms/step
>50, 687/693, d1=0.371, d2=0.333 g=1.872
2/2 [==============================] - 0s 17ms/step
>50, 688/693, d1=0.497, d2=0.427 g=1.861
2/2 [==============================] - 0s 16ms/step
>50, 689/693, d1=0.498, d2=0.412 g=1.585
2/2 [==============================] - 0s 16ms/step
>50, 690/693, d1=0.403, d2=0.514 g=1.759
2/2 [==============================] - 0s 16ms/step
>50, 691/693, d1=0.182, d2=0.388 g=1.962
2/2 [==============================] - 0s 16ms/step
>50, 692/693, d1=0.423, d2=0.269 g=1.898
2/2 [==============================] - 0s 17ms/step
>50, 693/693, d1=0.596, d2=0.408 g=1.771
5/5 [==============================] - 0s 17ms/step
>Accuracy real: 71%, fake: 93%
>SSIM score: 0.1221
WARNING:tensorflow:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.
5/5 [==============================] - 0s 18ms/step
2/2 [==============================] - 0s 17ms/step
>51, 1/693, d1=0.520, d2=0.541 g=1.614
2/2 [==============================] - 0s 16ms/step
>51, 2/693, d1=0.490, d2=0.429 g=1.753
2/2 [==============================] - 0s 16ms/step
>51, 3/693, d1=0.516, d2=0.431 g=1.534
2/2 [==============================] - 0s 17ms/step
>51, 4/693, d1=0.539, d2=0.558 g=1.649
2/2 [==============================] - 0s 17ms/step
>51, 5/693, d1=0.458, d2=0.436 g=1.683
2/2 [==============================] - 0s 17ms/step
>51, 6/693, d1=0.395, d2=0.399 g=1.710
2/2 [==============================] - 0s 16ms/step
>51, 7/693, d1=0.408, d2=0.517 g=1.779
2/2 [==============================] - 0s 19ms/step
>51, 8/693, d1=0.477, d2=0.359 g=1.728
2/2 [==============================] - 0s 17ms/step
>51, 9/693, d1=0.444, d2=0.424 g=1.845
2/2 [==============================] - 0s 16ms/step
>51, 10/693, d1=0.384, d2=0.423 g=1.715
2/2 [==============================] - 0s 17ms/step
>51, 11/693, d1=0.533, d2=0.438 g=1.688
2/2 [==============================] - 0s 16ms/step
>51, 12/693, d1=0.453, d2=0.512 g=1.742
2/2 [==============================] - 0s 17ms/step
>51, 13/693, d1=0.539, d2=0.421 g=1.696
2/2 [==============================] - 0s 16ms/step
>51, 14/693, d1=0.515, d2=0.357 g=1.772
2/2 [==============================] - 0s 17ms/step
>51, 15/693, d1=0.455, d2=0.311 g=1.934
2/2 [==============================] - 0s 17ms/step
>51, 16/693, d1=0.655, d2=0.438 g=1.516
2/2 [==============================] - 0s 17ms/step
>51, 17/693, d1=0.377, d2=0.482 g=1.762
2/2 [==============================] - 0s 16ms/step
>51, 18/693, d1=0.516, d2=0.377 g=1.553
2/2 [==============================] - 0s 16ms/step
>51, 19/693, d1=0.455, d2=0.456 g=1.509
2/2 [==============================] - 0s 16ms/step
>51, 20/693, d1=0.478, d2=0.513 g=1.787
2/2 [==============================] - 0s 18ms/step
>51, 21/693, d1=0.449, d2=0.380 g=1.811
2/2 [==============================] - 0s 16ms/step
>51, 22/693, d1=0.608, d2=0.411 g=1.640
2/2 [==============================] - 0s 17ms/step
>51, 23/693, d1=0.363, d2=0.424 g=1.530
2/2 [==============================] - 0s 17ms/step
>51, 24/693, d1=0.442, d2=0.441 g=1.669
2/2 [==============================] - 0s 17ms/step
>51, 25/693, d1=0.509, d2=0.446 g=1.672
2/2 [==============================] - 0s 16ms/step
>51, 26/693, d1=0.477, d2=0.369 g=1.725
2/2 [==============================] - 0s 20ms/step
>51, 27/693, d1=0.456, d2=0.407 g=1.805
2/2 [==============================] - 0s 16ms/step
>51, 28/693, d1=0.541, d2=0.407 g=1.675
2/2 [==============================] - 0s 17ms/step
>51, 29/693, d1=0.317, d2=0.397 g=1.672
2/2 [==============================] - 0s 16ms/step
>51, 30/693, d1=0.427, d2=0.315 g=1.672
2/2 [==============================] - 0s 17ms/step
>51, 31/693, d1=0.581, d2=0.473 g=1.778
2/2 [==============================] - 0s 17ms/step
>51, 32/693, d1=0.491, d2=0.378 g=1.781
2/2 [==============================] - 0s 16ms/step
>51, 33/693, d1=0.559, d2=0.376 g=1.721
2/2 [==============================] - 0s 16ms/step
>51, 34/693, d1=0.475, d2=0.373 g=1.713
2/2 [==============================] - 0s 16ms/step
>51, 35/693, d1=0.370, d2=0.421 g=1.544
2/2 [==============================] - 0s 16ms/step
>51, 36/693, d1=0.352, d2=0.451 g=1.791
2/2 [==============================] - 0s 16ms/step
>51, 37/693, d1=0.550, d2=0.457 g=1.695
2/2 [==============================] - 0s 16ms/step
>51, 38/693, d1=0.436, d2=0.358 g=1.936
2/2 [==============================] - 0s 17ms/step
>51, 39/693, d1=0.571, d2=0.488 g=1.800
2/2 [==============================] - 0s 17ms/step
>51, 40/693, d1=0.423, d2=0.384 g=1.779
2/2 [==============================] - 0s 16ms/step
>51, 41/693, d1=0.314, d2=0.378 g=1.846
2/2 [==============================] - 0s 17ms/step
>51, 42/693, d1=0.470, d2=0.351 g=1.711
2/2 [==============================] - 0s 16ms/step
>51, 43/693, d1=0.502, d2=0.410 g=1.590
2/2 [==============================] - 0s 17ms/step
>51, 44/693, d1=0.461, d2=0.385 g=1.692
2/2 [==============================] - 0s 17ms/step
>51, 45/693, d1=0.456, d2=0.487 g=1.951
2/2 [==============================] - 0s 17ms/step
>51, 46/693, d1=0.517, d2=0.448 g=1.917
2/2 [==============================] - 0s 17ms/step
>51, 47/693, d1=0.363, d2=0.455 g=1.833
2/2 [==============================] - 0s 17ms/step
>51, 48/693, d1=0.540, d2=0.487 g=1.875
2/2 [==============================] - 0s 16ms/step
>51, 49/693, d1=0.432, d2=0.284 g=1.745
2/2 [==============================] - 0s 17ms/step
>51, 50/693, d1=0.597, d2=0.461 g=1.859
2/2 [==============================] - 0s 17ms/step
>51, 51/693, d1=0.559, d2=0.418 g=1.675
2/2 [==============================] - 0s 17ms/step
>51, 52/693, d1=0.549, d2=0.532 g=1.675
2/2 [==============================] - 0s 17ms/step
>51, 53/693, d1=0.497, d2=0.591 g=1.699
2/2 [==============================] - 0s 17ms/step
>51, 54/693, d1=0.408, d2=0.435 g=1.761
2/2 [==============================] - 0s 16ms/step
>51, 55/693, d1=0.579, d2=0.411 g=1.689
2/2 [==============================] - 0s 16ms/step
>51, 56/693, d1=0.501, d2=0.396 g=1.748
2/2 [==============================] - 0s 17ms/step
>51, 57/693, d1=0.412, d2=0.388 g=1.820
2/2 [==============================] - 0s 17ms/step
>51, 58/693, d1=0.508, d2=0.371 g=1.626
2/2 [==============================] - 0s 19ms/step
>51, 59/693, d1=0.497, d2=0.386 g=1.725
2/2 [==============================] - 0s 17ms/step
>51, 60/693, d1=0.487, d2=0.367 g=1.508
2/2 [==============================] - 0s 17ms/step
>51, 61/693, d1=0.319, d2=0.492 g=1.968
2/2 [==============================] - 0s 17ms/step
>51, 62/693, d1=0.411, d2=0.479 g=1.996
2/2 [==============================] - 0s 17ms/step
>51, 63/693, d1=0.404, d2=0.318 g=2.050
2/2 [==============================] - 0s 16ms/step
>51, 64/693, d1=0.649, d2=0.373 g=1.693
2/2 [==============================] - 0s 17ms/step
>51, 65/693, d1=0.369, d2=0.525 g=1.718
2/2 [==============================] - 0s 17ms/step
>51, 66/693, d1=0.453, d2=0.347 g=1.817
2/2 [==============================] - 0s 17ms/step
>51, 67/693, d1=0.583, d2=0.355 g=1.613
2/2 [==============================] - 0s 17ms/step
>51, 68/693, d1=0.615, d2=0.514 g=1.585
2/2 [==============================] - 0s 17ms/step
>51, 69/693, d1=0.529, d2=0.475 g=1.563
2/2 [==============================] - 0s 16ms/step
>51, 70/693, d1=0.469, d2=0.497 g=1.702
2/2 [==============================] - 0s 16ms/step
>51, 71/693, d1=0.472, d2=0.462 g=1.606
2/2 [==============================] - 0s 16ms/step
>51, 72/693, d1=0.459, d2=0.404 g=1.772
2/2 [==============================] - 0s 17ms/step
>51, 73/693, d1=0.477, d2=0.398 g=1.687
2/2 [==============================] - 0s 17ms/step
>51, 74/693, d1=0.440, d2=0.452 g=1.767
2/2 [==============================] - 0s 16ms/step
>51, 75/693, d1=0.482, d2=0.441 g=1.762
2/2 [==============================] - 0s 16ms/step
>51, 76/693, d1=0.531, d2=0.414 g=1.779
2/2 [==============================] - 0s 17ms/step
>51, 77/693, d1=0.503, d2=0.360 g=1.746
2/2 [==============================] - 0s 17ms/step
>51, 78/693, d1=0.456, d2=0.364 g=1.652
2/2 [==============================] - 0s 17ms/step
>51, 79/693, d1=0.377, d2=0.353 g=1.744
2/2 [==============================] - 0s 16ms/step
>51, 80/693, d1=0.431, d2=0.402 g=1.797
2/2 [==============================] - 0s 10ms/step
>51, 81/693, d1=0.569, d2=0.300 g=1.794
2/2 [==============================] - 0s 17ms/step
>51, 82/693, d1=0.297, d2=0.461 g=1.573
2/2 [==============================] - 0s 16ms/step
>51, 83/693, d1=0.306, d2=0.484 g=1.997
2/2 [==============================] - 0s 17ms/step
>51, 84/693, d1=0.471, d2=0.356 g=2.134
2/2 [==============================] - 0s 17ms/step
>51, 85/693, d1=0.614, d2=0.337 g=1.894
2/2 [==============================] - 0s 17ms/step
>51, 86/693, d1=0.496, d2=0.378 g=1.825
2/2 [==============================] - 0s 16ms/step
>51, 87/693, d1=0.310, d2=0.429 g=1.566
2/2 [==============================] - 0s 16ms/step
>51, 88/693, d1=0.447, d2=0.496 g=1.850
2/2 [==============================] - 0s 18ms/step
>51, 89/693, d1=0.441, d2=0.468 g=1.899
2/2 [==============================] - 0s 16ms/step
>51, 90/693, d1=0.548, d2=0.307 g=1.718
2/2 [==============================] - 0s 17ms/step
>51, 91/693, d1=0.475, d2=0.406 g=1.712
2/2 [==============================] - 0s 17ms/step
>51, 92/693, d1=0.425, d2=0.380 g=1.671
2/2 [==============================] - 0s 16ms/step
>51, 93/693, d1=0.405, d2=0.430 g=1.839
2/2 [==============================] - 0s 16ms/step
>51, 94/693, d1=0.505, d2=0.343 g=1.691
2/2 [==============================] - 0s 16ms/step
>51, 95/693, d1=0.535, d2=0.436 g=1.621
2/2 [==============================] - 0s 17ms/step
>51, 96/693, d1=0.478, d2=0.367 g=1.671
2/2 [==============================] - 0s 15ms/step
>51, 97/693, d1=0.443, d2=0.442 g=1.621
2/2 [==============================] - 0s 17ms/step
>51, 98/693, d1=0.352, d2=0.421 g=1.769
2/2 [==============================] - 0s 16ms/step
>51, 99/693, d1=0.491, d2=0.401 g=1.897
2/2 [==============================] - 0s 17ms/step
>51, 100/693, d1=0.507, d2=0.390 g=1.574
2/2 [==============================] - 0s 17ms/step
>51, 101/693, d1=0.293, d2=0.433 g=1.912
2/2 [==============================] - 0s 16ms/step
>51, 102/693, d1=0.676, d2=0.389 g=1.647
2/2 [==============================] - 0s 16ms/step
>51, 103/693, d1=0.434, d2=0.385 g=1.593
2/2 [==============================] - 0s 17ms/step
>51, 104/693, d1=0.461, d2=0.500 g=1.759
2/2 [==============================] - 0s 18ms/step
>51, 105/693, d1=0.358, d2=0.361 g=1.789
2/2 [==============================] - 0s 17ms/step
>51, 106/693, d1=0.474, d2=0.429 g=1.613
2/2 [==============================] - 0s 17ms/step
>51, 107/693, d1=0.529, d2=0.434 g=1.879
2/2 [==============================] - 0s 16ms/step
>51, 108/693, d1=0.532, d2=0.370 g=1.692
2/2 [==============================] - 0s 17ms/step
>51, 109/693, d1=0.500, d2=0.436 g=1.688
2/2 [==============================] - 0s 16ms/step
>51, 110/693, d1=0.446, d2=0.411 g=1.495
2/2 [==============================] - 0s 16ms/step
>51, 111/693, d1=0.435, d2=0.593 g=1.847
2/2 [==============================] - 0s 16ms/step
>51, 112/693, d1=0.629, d2=0.453 g=1.727
2/2 [==============================] - 0s 17ms/step
>51, 113/693, d1=0.512, d2=0.339 g=1.608
2/2 [==============================] - 0s 17ms/step
>51, 114/693, d1=0.306, d2=0.397 g=1.862
2/2 [==============================] - 0s 16ms/step
>51, 115/693, d1=0.492, d2=0.387 g=1.581
2/2 [==============================] - 0s 17ms/step
>51, 116/693, d1=0.436, d2=0.491 g=1.748
2/2 [==============================] - 0s 17ms/step
>51, 117/693, d1=0.385, d2=0.349 g=1.551
2/2 [==============================] - 0s 17ms/step
>51, 118/693, d1=0.410, d2=0.355 g=1.657
2/2 [==============================] - 0s 17ms/step
>51, 119/693, d1=0.323, d2=0.458 g=1.834
2/2 [==============================] - 0s 16ms/step
>51, 120/693, d1=0.539, d2=0.319 g=1.807
2/2 [==============================] - 0s 17ms/step
>51, 121/693, d1=0.449, d2=0.476 g=1.659
2/2 [==============================] - 0s 17ms/step
>51, 122/693, d1=0.452, d2=0.448 g=1.697
2/2 [==============================] - 0s 16ms/step
>51, 123/693, d1=0.543, d2=0.382 g=1.634
2/2 [==============================] - 0s 17ms/step
>51, 124/693, d1=0.406, d2=0.422 g=1.651
2/2 [==============================] - 0s 16ms/step
>51, 125/693, d1=0.562, d2=0.405 g=1.654
2/2 [==============================] - 0s 16ms/step
>51, 126/693, d1=0.424, d2=0.466 g=1.817
2/2 [==============================] - 0s 16ms/step
>51, 127/693, d1=0.463, d2=0.485 g=1.659
2/2 [==============================] - 0s 16ms/step
>51, 128/693, d1=0.590, d2=0.417 g=1.715
2/2 [==============================] - 0s 17ms/step
>51, 129/693, d1=0.451, d2=0.436 g=1.628
2/2 [==============================] - 0s 17ms/step
>51, 130/693, d1=0.534, d2=0.432 g=1.657
2/2 [==============================] - 0s 16ms/step
>51, 131/693, d1=0.648, d2=0.471 g=1.811
2/2 [==============================] - 0s 17ms/step
>51, 132/693, d1=0.493, d2=0.349 g=1.662
2/2 [==============================] - 0s 17ms/step
>51, 133/693, d1=0.541, d2=0.392 g=1.495
2/2 [==============================] - 0s 17ms/step
>51, 134/693, d1=0.372, d2=0.435 g=1.525
2/2 [==============================] - 0s 16ms/step
>51, 135/693, d1=0.494, d2=0.475 g=1.540
2/2 [==============================] - 0s 16ms/step
>51, 136/693, d1=0.429, d2=0.563 g=1.730
2/2 [==============================] - 0s 17ms/step
>51, 137/693, d1=0.428, d2=0.435 g=1.807
2/2 [==============================] - 0s 16ms/step
>51, 138/693, d1=0.589, d2=0.355 g=1.581
2/2 [==============================] - 0s 16ms/step
>51, 139/693, d1=0.374, d2=0.423 g=1.588
2/2 [==============================] - 0s 17ms/step
>51, 140/693, d1=0.501, d2=0.434 g=1.711
2/2 [==============================] - 0s 17ms/step
>51, 141/693, d1=0.429, d2=0.467 g=1.807
2/2 [==============================] - 0s 17ms/step
>51, 142/693, d1=0.473, d2=0.314 g=1.916
2/2 [==============================] - 0s 17ms/step
>51, 143/693, d1=0.587, d2=0.368 g=1.694
2/2 [==============================] - 0s 16ms/step
>51, 144/693, d1=0.481, d2=0.394 g=1.692
2/2 [==============================] - 0s 16ms/step
>51, 145/693, d1=0.420, d2=0.432 g=1.657
2/2 [==============================] - 0s 16ms/step
>51, 146/693, d1=0.348, d2=0.354 g=1.640
2/2 [==============================] - 0s 16ms/step
>51, 147/693, d1=0.400, d2=0.502 g=1.731
2/2 [==============================] - 0s 16ms/step
>51, 148/693, d1=0.415, d2=0.328 g=1.826
2/2 [==============================] - 0s 17ms/step
>51, 149/693, d1=0.577, d2=0.392 g=1.580
2/2 [==============================] - 0s 16ms/step
>51, 150/693, d1=0.411, d2=0.409 g=1.704
2/2 [==============================] - 0s 17ms/step
>51, 151/693, d1=0.353, d2=0.415 g=1.629
2/2 [==============================] - 0s 17ms/step
>51, 152/693, d1=0.622, d2=0.509 g=1.627
2/2 [==============================] - 0s 17ms/step
>51, 153/693, d1=0.410, d2=0.456 g=1.661
2/2 [==============================] - 0s 17ms/step
>51, 154/693, d1=0.571, d2=0.384 g=1.767
2/2 [==============================] - 0s 17ms/step
>51, 155/693, d1=0.475, d2=0.422 g=1.663
2/2 [==============================] - 0s 17ms/step
>51, 156/693, d1=0.428, d2=0.394 g=1.800
2/2 [==============================] - 0s 16ms/step
>51, 157/693, d1=0.329, d2=0.449 g=1.855
2/2 [==============================] - 0s 17ms/step
>51, 158/693, d1=0.510, d2=0.361 g=1.861
2/2 [==============================] - 0s 16ms/step
>51, 159/693, d1=0.393, d2=0.430 g=1.690
2/2 [==============================] - 0s 17ms/step
>51, 160/693, d1=0.555, d2=0.470 g=1.567
2/2 [==============================] - 0s 17ms/step
>51, 161/693, d1=0.495, d2=0.410 g=1.514
2/2 [==============================] - 0s 16ms/step
>51, 162/693, d1=0.324, d2=0.397 g=1.695
2/2 [==============================] - 0s 17ms/step
>51, 163/693, d1=0.412, d2=0.338 g=1.772
2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
>60, 652/693, d1=0.536, d2=0.341 g=1.991
2/2 [==============================] - 0s 16ms/step
>60, 653/693, d1=0.210, d2=0.265 g=2.045
2/2 [==============================] - 0s 18ms/step
>60, 654/693, d1=0.363, d2=0.388 g=1.967
2/2 [==============================] - 0s 17ms/step
>60, 655/693, d1=0.461, d2=0.339 g=2.091
2/2 [==============================] - 0s 16ms/step
>60, 656/693, d1=0.504, d2=0.271 g=1.879
2/2 [==============================] - 0s 17ms/step
>60, 657/693, d1=0.318, d2=0.265 g=2.149
2/2 [==============================] - 0s 17ms/step
>60, 658/693, d1=0.298, d2=0.379 g=2.094
2/2 [==============================] - 0s 16ms/step
>60, 659/693, d1=0.381, d2=0.308 g=1.994
2/2 [==============================] - 0s 17ms/step
>60, 660/693, d1=0.468, d2=0.220 g=2.203
2/2 [==============================] - 0s 16ms/step
>60, 661/693, d1=0.498, d2=0.315 g=1.967
2/2 [==============================] - 0s 17ms/step
>60, 662/693, d1=0.294, d2=0.389 g=1.838
2/2 [==============================] - 0s 16ms/step
>60, 663/693, d1=0.372, d2=0.346 g=2.257
2/2 [==============================] - 0s 18ms/step
>60, 664/693, d1=0.307, d2=0.285 g=1.978
2/2 [==============================] - 0s 17ms/step
>60, 665/693, d1=0.484, d2=0.303 g=1.908
2/2 [==============================] - 0s 17ms/step
>60, 666/693, d1=0.269, d2=0.338 g=2.075
2/2 [==============================] - 0s 17ms/step
>60, 667/693, d1=0.469, d2=0.427 g=2.212
2/2 [==============================] - 0s 16ms/step
>60, 668/693, d1=0.439, d2=0.339 g=2.009
2/2 [==============================] - 0s 17ms/step
>60, 669/693, d1=0.486, d2=0.377 g=1.965
2/2 [==============================] - 0s 16ms/step
>60, 670/693, d1=0.300, d2=0.335 g=2.094
2/2 [==============================] - 0s 17ms/step
>60, 671/693, d1=0.411, d2=0.265 g=1.930
2/2 [==============================] - 0s 18ms/step
>60, 672/693, d1=0.408, d2=0.317 g=2.074
2/2 [==============================] - 0s 16ms/step
>60, 673/693, d1=0.432, d2=0.406 g=2.165
2/2 [==============================] - 0s 17ms/step
>60, 674/693, d1=0.418, d2=0.372 g=2.207
2/2 [==============================] - 0s 18ms/step
>60, 675/693, d1=0.441, d2=0.280 g=2.141
2/2 [==============================] - 0s 19ms/step
>60, 676/693, d1=0.247, d2=0.362 g=2.152
2/2 [==============================] - 0s 18ms/step
>60, 677/693, d1=0.398, d2=0.306 g=2.083
2/2 [==============================] - 0s 17ms/step
>60, 678/693, d1=0.483, d2=0.445 g=2.241
2/2 [==============================] - 0s 16ms/step
>60, 679/693, d1=0.283, d2=0.292 g=2.406
2/2 [==============================] - 0s 16ms/step
>60, 680/693, d1=0.440, d2=0.305 g=2.158
2/2 [==============================] - 0s 17ms/step
>60, 681/693, d1=0.405, d2=0.269 g=2.184
2/2 [==============================] - 0s 16ms/step
>60, 682/693, d1=0.420, d2=0.284 g=2.148
2/2 [==============================] - 0s 17ms/step
>60, 683/693, d1=0.424, d2=0.333 g=2.059
2/2 [==============================] - 0s 17ms/step
>60, 684/693, d1=0.544, d2=0.283 g=1.938
2/2 [==============================] - 0s 17ms/step
>60, 685/693, d1=0.266, d2=0.301 g=1.820
2/2 [==============================] - 0s 17ms/step
>60, 686/693, d1=0.372, d2=0.341 g=2.012
2/2 [==============================] - 0s 16ms/step
>60, 687/693, d1=0.237, d2=0.346 g=1.866
2/2 [==============================] - 0s 17ms/step
>60, 688/693, d1=0.245, d2=0.365 g=2.230
2/2 [==============================] - 0s 16ms/step
>60, 689/693, d1=0.461, d2=0.345 g=2.088
2/2 [==============================] - 0s 18ms/step
>60, 690/693, d1=0.445, d2=0.266 g=2.205
2/2 [==============================] - 0s 17ms/step
>60, 691/693, d1=0.332, d2=0.293 g=2.159
2/2 [==============================] - 0s 16ms/step
>60, 692/693, d1=0.537, d2=0.328 g=2.229
2/2 [==============================] - 0s 17ms/step
>60, 693/693, d1=0.465, d2=0.364 g=1.987
5/5 [==============================] - 0s 18ms/step
>Accuracy real: 79%, fake: 94%
>SSIM score: 0.1139
WARNING:tensorflow:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.
5/5 [==============================] - 0s 17ms/step
2/2 [==============================] - 0s 18ms/step
>61, 1/693, d1=0.433, d2=0.308 g=2.035
2/2 [==============================] - 0s 16ms/step
>61, 2/693, d1=0.437, d2=0.348 g=1.910
2/2 [==============================] - 0s 17ms/step
>61, 3/693, d1=0.279, d2=0.423 g=2.250
2/2 [==============================] - 0s 19ms/step
>61, 4/693, d1=0.396, d2=0.328 g=2.001
2/2 [==============================] - 0s 16ms/step
>61, 5/693, d1=0.408, d2=0.252 g=2.113
2/2 [==============================] - 0s 17ms/step
>61, 6/693, d1=0.536, d2=0.366 g=1.775
2/2 [==============================] - 0s 17ms/step
>61, 7/693, d1=0.303, d2=0.303 g=2.181
2/2 [==============================] - 0s 16ms/step
>61, 8/693, d1=0.388, d2=0.484 g=2.143
2/2 [==============================] - 0s 17ms/step
>61, 9/693, d1=0.430, d2=0.277 g=2.271
2/2 [==============================] - 0s 17ms/step
>61, 10/693, d1=0.467, d2=0.352 g=2.156
2/2 [==============================] - 0s 17ms/step
>61, 11/693, d1=0.324, d2=0.286 g=2.101
2/2 [==============================] - 0s 17ms/step
>61, 12/693, d1=0.313, d2=0.362 g=2.190
2/2 [==============================] - 0s 17ms/step
>61, 13/693, d1=0.356, d2=0.332 g=2.284
2/2 [==============================] - 0s 16ms/step
>61, 14/693, d1=0.597, d2=0.236 g=2.180
2/2 [==============================] - 0s 17ms/step
>61, 15/693, d1=0.245, d2=0.383 g=1.983
2/2 [==============================] - 0s 17ms/step
>61, 16/693, d1=0.385, d2=0.348 g=2.089
2/2 [==============================] - 0s 16ms/step
>61, 17/693, d1=0.317, d2=0.325 g=2.348
2/2 [==============================] - 0s 17ms/step
>61, 18/693, d1=0.583, d2=0.330 g=2.111
2/2 [==============================] - 0s 16ms/step
>61, 19/693, d1=0.511, d2=0.475 g=1.923
2/2 [==============================] - 0s 17ms/step
>61, 20/693, d1=0.270, d2=0.345 g=2.164
2/2 [==============================] - 0s 17ms/step
>61, 21/693, d1=0.359, d2=0.229 g=2.198
2/2 [==============================] - 0s 18ms/step
>61, 22/693, d1=0.276, d2=0.322 g=2.101
2/2 [==============================] - 0s 16ms/step
>61, 23/693, d1=0.443, d2=0.382 g=2.056
2/2 [==============================] - 0s 18ms/step
>61, 24/693, d1=0.504, d2=0.330 g=2.180
2/2 [==============================] - 0s 17ms/step
>61, 25/693, d1=0.398, d2=0.365 g=2.239
2/2 [==============================] - 0s 18ms/step
>61, 26/693, d1=0.565, d2=0.259 g=2.060
2/2 [==============================] - 0s 16ms/step
>61, 27/693, d1=0.383, d2=0.378 g=1.895
2/2 [==============================] - 0s 18ms/step
>61, 28/693, d1=0.385, d2=0.438 g=2.180
2/2 [==============================] - 0s 17ms/step
>61, 29/693, d1=0.382, d2=0.244 g=2.278
2/2 [==============================] - 0s 16ms/step
>61, 30/693, d1=0.436, d2=0.402 g=2.192
2/2 [==============================] - 0s 16ms/step
>61, 31/693, d1=0.555, d2=0.263 g=1.986
2/2 [==============================] - 0s 19ms/step
>61, 32/693, d1=0.371, d2=0.338 g=1.991
2/2 [==============================] - 0s 16ms/step
>61, 33/693, d1=0.303, d2=0.439 g=2.373
2/2 [==============================] - 0s 17ms/step
>61, 34/693, d1=0.299, d2=0.277 g=2.305
2/2 [==============================] - 0s 19ms/step
>61, 35/693, d1=0.514, d2=0.445 g=2.089
2/2 [==============================] - 0s 17ms/step
>61, 36/693, d1=0.475, d2=0.330 g=1.969
2/2 [==============================] - 0s 16ms/step
>61, 37/693, d1=0.442, d2=0.311 g=1.930
2/2 [==============================] - 0s 17ms/step
>61, 38/693, d1=0.328, d2=0.353 g=2.019
2/2 [==============================] - 0s 19ms/step
>61, 39/693, d1=0.502, d2=0.354 g=2.177
2/2 [==============================] - 0s 18ms/step
>61, 40/693, d1=0.461, d2=0.361 g=1.891
2/2 [==============================] - 0s 17ms/step
>61, 41/693, d1=0.353, d2=0.357 g=1.996
2/2 [==============================] - 0s 17ms/step
>61, 42/693, d1=0.349, d2=0.380 g=2.162
2/2 [==============================] - 0s 17ms/step
>61, 43/693, d1=0.450, d2=0.268 g=2.039
2/2 [==============================] - 0s 18ms/step
>61, 44/693, d1=0.356, d2=0.388 g=2.031
2/2 [==============================] - 0s 17ms/step
>61, 45/693, d1=0.465, d2=0.348 g=1.965
2/2 [==============================] - 0s 18ms/step
>61, 46/693, d1=0.291, d2=0.318 g=2.370
2/2 [==============================] - 0s 16ms/step
>61, 47/693, d1=0.445, d2=0.241 g=2.124
2/2 [==============================] - 0s 18ms/step
>61, 48/693, d1=0.257, d2=0.281 g=2.188
2/2 [==============================] - 0s 16ms/step
>61, 49/693, d1=0.248, d2=0.279 g=2.067
2/2 [==============================] - 0s 17ms/step
>61, 50/693, d1=0.243, d2=0.331 g=2.040
2/2 [==============================] - 0s 17ms/step
>61, 51/693, d1=0.380, d2=0.306 g=2.291
2/2 [==============================] - 0s 17ms/step
>61, 52/693, d1=0.518, d2=0.277 g=2.247
2/2 [==============================] - 0s 17ms/step
>61, 53/693, d1=0.360, d2=0.354 g=2.196
2/2 [==============================] - 0s 17ms/step
>61, 54/693, d1=0.423, d2=0.261 g=2.155
2/2 [==============================] - 0s 16ms/step
>61, 55/693, d1=0.556, d2=0.500 g=2.049
2/2 [==============================] - 0s 18ms/step
>61, 56/693, d1=0.449, d2=0.359 g=2.027
2/2 [==============================] - 0s 17ms/step
>61, 57/693, d1=0.406, d2=0.435 g=2.150
2/2 [==============================] - 0s 17ms/step
>61, 58/693, d1=0.501, d2=0.240 g=1.855
2/2 [==============================] - 0s 19ms/step
>61, 59/693, d1=0.404, d2=0.415 g=1.991
2/2 [==============================] - 0s 18ms/step
>61, 60/693, d1=0.332, d2=0.394 g=2.132
2/2 [==============================] - 0s 17ms/step
>61, 61/693, d1=0.446, d2=0.264 g=2.204
2/2 [==============================] - 0s 18ms/step
>61, 62/693, d1=0.286, d2=0.291 g=2.176
2/2 [==============================] - 0s 17ms/step
>61, 63/693, d1=0.561, d2=0.364 g=1.909
2/2 [==============================] - 0s 17ms/step
>61, 64/693, d1=0.449, d2=0.344 g=1.863
2/2 [==============================] - 0s 17ms/step
>61, 65/693, d1=0.425, d2=0.482 g=1.920
2/2 [==============================] - 0s 17ms/step
>61, 66/693, d1=0.401, d2=0.291 g=2.133
2/2 [==============================] - 0s 17ms/step
>61, 67/693, d1=0.378, d2=0.361 g=2.062
2/2 [==============================] - 0s 17ms/step
>61, 68/693, d1=0.549, d2=0.276 g=2.013
2/2 [==============================] - 0s 17ms/step
>61, 69/693, d1=0.403, d2=0.395 g=2.048
2/2 [==============================] - 0s 15ms/step
>61, 70/693, d1=0.244, d2=0.271 g=2.258
2/2 [==============================] - 0s 17ms/step
>61, 71/693, d1=0.494, d2=0.255 g=2.171
2/2 [==============================] - 0s 17ms/step
>61, 72/693, d1=0.403, d2=0.285 g=2.031
2/2 [==============================] - 0s 16ms/step
>61, 73/693, d1=0.310, d2=0.413 g=1.955
2/2 [==============================] - 0s 18ms/step
>61, 74/693, d1=0.343, d2=0.416 g=2.299
2/2 [==============================] - 0s 17ms/step
>61, 75/693, d1=0.473, d2=0.212 g=2.187
2/2 [==============================] - 0s 18ms/step
>61, 76/693, d1=0.542, d2=0.321 g=1.986
2/2 [==============================] - 0s 17ms/step
>61, 77/693, d1=0.376, d2=0.267 g=1.802
2/2 [==============================] - 0s 18ms/step
>61, 78/693, d1=0.276, d2=0.363 g=2.024
2/2 [==============================] - 0s 17ms/step
>61, 79/693, d1=0.354, d2=0.315 g=2.020
2/2 [==============================] - 0s 17ms/step
>61, 80/693, d1=0.430, d2=0.389 g=2.197
2/2 [==============================] - 0s 16ms/step
>61, 81/693, d1=0.339, d2=0.313 g=2.231
2/2 [==============================] - 0s 17ms/step
>61, 82/693, d1=0.448, d2=0.289 g=2.106
2/2 [==============================] - 0s 17ms/step
>61, 83/693, d1=0.423, d2=0.339 g=2.404
2/2 [==============================] - 0s 18ms/step
>61, 84/693, d1=0.378, d2=0.253 g=2.003
2/2 [==============================] - 0s 18ms/step
>61, 85/693, d1=0.350, d2=0.312 g=2.192
2/2 [==============================] - 0s 17ms/step
>61, 86/693, d1=0.316, d2=0.316 g=2.345
2/2 [==============================] - 0s 17ms/step
>61, 87/693, d1=0.436, d2=0.347 g=2.297
2/2 [==============================] - 0s 17ms/step
>61, 88/693, d1=0.385, d2=0.321 g=2.046
2/2 [==============================] - 0s 17ms/step
>61, 89/693, d1=0.461, d2=0.391 g=2.179
2/2 [==============================] - 0s 16ms/step
>61, 90/693, d1=0.293, d2=0.356 g=2.363
2/2 [==============================] - 0s 18ms/step
>61, 91/693, d1=0.306, d2=0.381 g=2.204
2/2 [==============================] - 0s 16ms/step
>61, 92/693, d1=0.437, d2=0.213 g=2.117
2/2 [==============================] - 0s 17ms/step
>61, 93/693, d1=0.428, d2=0.339 g=1.783
2/2 [==============================] - 0s 17ms/step
>61, 94/693, d1=0.321, d2=0.316 g=1.871
2/2 [==============================] - 0s 17ms/step
>61, 95/693, d1=0.247, d2=0.287 g=1.892
2/2 [==============================] - 0s 17ms/step
>61, 96/693, d1=0.481, d2=0.542 g=2.251
2/2 [==============================] - 0s 17ms/step
>61, 97/693, d1=0.460, d2=0.260 g=2.161
2/2 [==============================] - 0s 18ms/step
>61, 98/693, d1=0.509, d2=0.301 g=2.084
2/2 [==============================] - 0s 17ms/step
>61, 99/693, d1=0.348, d2=0.336 g=2.131
2/2 [==============================] - 0s 17ms/step
>61, 100/693, d1=0.378, d2=0.308 g=2.188
2/2 [==============================] - 0s 17ms/step
>61, 101/693, d1=0.390, d2=0.338 g=2.177
2/2 [==============================] - 0s 17ms/step
>61, 102/693, d1=0.369, d2=0.373 g=1.893
2/2 [==============================] - 0s 17ms/step
>61, 103/693, d1=0.505, d2=0.298 g=2.086
2/2 [==============================] - 0s 16ms/step
>61, 104/693, d1=0.393, d2=0.320 g=2.148
2/2 [==============================] - 0s 18ms/step
>61, 105/693, d1=0.387, d2=0.352 g=2.089
2/2 [==============================] - 0s 16ms/step
>61, 106/693, d1=0.240, d2=0.223 g=2.144
2/2 [==============================] - 0s 16ms/step
>61, 107/693, d1=0.478, d2=0.377 g=1.960
2/2 [==============================] - 0s 17ms/step
>61, 108/693, d1=0.280, d2=0.250 g=2.217
2/2 [==============================] - 0s 17ms/step
>61, 109/693, d1=0.380, d2=0.292 g=2.115
2/2 [==============================] - 0s 17ms/step
>61, 110/693, d1=0.508, d2=0.356 g=2.117
2/2 [==============================] - 0s 17ms/step
>61, 111/693, d1=0.394, d2=0.363 g=1.995
2/2 [==============================] - 0s 18ms/step
>61, 112/693, d1=0.416, d2=0.285 g=1.837
2/2 [==============================] - 0s 17ms/step
>61, 113/693, d1=0.518, d2=0.500 g=1.915
2/2 [==============================] - 0s 17ms/step
>61, 114/693, d1=0.498, d2=0.276 g=1.827
2/2 [==============================] - 0s 17ms/step
>61, 115/693, d1=0.394, d2=0.285 g=2.050
2/2 [==============================] - 0s 16ms/step
>61, 116/693, d1=0.341, d2=0.328 g=1.875
2/2 [==============================] - 0s 18ms/step
>61, 117/693, d1=0.307, d2=0.324 g=2.194
2/2 [==============================] - 0s 17ms/step
>61, 118/693, d1=0.463, d2=0.461 g=2.266
2/2 [==============================] - 0s 17ms/step
>61, 119/693, d1=0.486, d2=0.336 g=2.021
2/2 [==============================] - 0s 16ms/step
>61, 120/693, d1=0.358, d2=0.330 g=1.984
2/2 [==============================] - 0s 17ms/step
>61, 121/693, d1=0.398, d2=0.318 g=2.133
2/2 [==============================] - 0s 17ms/step
>61, 122/693, d1=0.341, d2=0.417 g=2.210
2/2 [==============================] - 0s 17ms/step
>61, 123/693, d1=0.279, d2=0.274 g=2.197
2/2 [==============================] - 0s 16ms/step
>61, 124/693, d1=0.375, d2=0.263 g=2.162
2/2 [==============================] - 0s 17ms/step
>61, 125/693, d1=0.321, d2=0.442 g=2.255
2/2 [==============================] - 0s 17ms/step
>61, 126/693, d1=0.485, d2=0.301 g=2.394
2/2 [==============================] - 0s 16ms/step
>61, 127/693, d1=0.322, d2=0.307 g=2.331
2/2 [==============================] - 0s 17ms/step
>61, 128/693, d1=0.473, d2=0.237 g=2.082
2/2 [==============================] - 0s 17ms/step
>61, 129/693, d1=0.594, d2=0.366 g=2.040
2/2 [==============================] - 0s 18ms/step
>61, 130/693, d1=0.246, d2=0.404 g=2.173
2/2 [==============================] - 0s 18ms/step
>61, 131/693, d1=0.325, d2=0.255 g=2.306
2/2 [==============================] - 0s 17ms/step
>61, 132/693, d1=0.432, d2=0.210 g=2.063
2/2 [==============================] - 0s 17ms/step
>61, 133/693, d1=0.341, d2=0.327 g=2.156
2/2 [==============================] - 0s 16ms/step
>61, 134/693, d1=0.523, d2=0.391 g=1.812
2/2 [==============================] - 0s 17ms/step
>61, 135/693, d1=0.428, d2=0.420 g=1.946
2/2 [==============================] - 0s 17ms/step
>61, 136/693, d1=0.431, d2=0.335 g=1.883
2/2 [==============================] - 0s 16ms/step
>61, 137/693, d1=0.221, d2=0.470 g=2.237
2/2 [==============================] - 0s 17ms/step
>61, 138/693, d1=0.512, d2=0.300 g=2.297
2/2 [==============================] - 0s 17ms/step
>61, 139/693, d1=0.349, d2=0.176 g=2.381
2/2 [==============================] - 0s 18ms/step
>61, 140/693, d1=0.469, d2=0.385 g=1.934
2/2 [==============================] - 0s 16ms/step
>61, 141/693, d1=0.278, d2=0.315 g=2.104
2/2 [==============================] - 0s 17ms/step
>61, 142/693, d1=0.362, d2=0.312 g=2.143
2/2 [==============================] - 0s 18ms/step
>61, 143/693, d1=0.352, d2=0.386 g=2.042
2/2 [==============================] - 0s 17ms/step
>61, 144/693, d1=0.416, d2=0.355 g=2.218
2/2 [==============================] - 0s 16ms/step
>61, 145/693, d1=0.420, d2=0.296 g=2.097
2/2 [==============================] - 0s 16ms/step
>61, 146/693, d1=0.528, d2=0.349 g=1.981
2/2 [==============================] - 0s 17ms/step
>61, 147/693, d1=0.325, d2=0.342 g=2.380
2/2 [==============================] - 0s 16ms/step
>61, 148/693, d1=0.353, d2=0.284 g=2.257
2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 19ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
>70, 667/693, d1=0.358, d2=0.318 g=2.454
2/2 [==============================] - 0s 17ms/step
>70, 668/693, d1=0.442, d2=0.398 g=2.437
2/2 [==============================] - 0s 16ms/step
>70, 669/693, d1=0.459, d2=0.238 g=2.419
2/2 [==============================] - 0s 17ms/step
>70, 670/693, d1=0.392, d2=0.266 g=2.520
2/2 [==============================] - 0s 17ms/step
>70, 671/693, d1=0.328, d2=0.276 g=2.335
2/2 [==============================] - 0s 16ms/step
>70, 672/693, d1=0.277, d2=0.268 g=2.325
2/2 [==============================] - 0s 17ms/step
>70, 673/693, d1=0.426, d2=0.191 g=2.283
2/2 [==============================] - 0s 17ms/step
>70, 674/693, d1=0.370, d2=0.377 g=2.293
2/2 [==============================] - 0s 17ms/step
>70, 675/693, d1=0.221, d2=0.242 g=2.378
2/2 [==============================] - 0s 17ms/step
>70, 676/693, d1=0.406, d2=0.374 g=2.483
2/2 [==============================] - 0s 16ms/step
>70, 677/693, d1=0.405, d2=0.262 g=2.468
2/2 [==============================] - 0s 17ms/step
>70, 678/693, d1=0.313, d2=0.302 g=2.671
2/2 [==============================] - 0s 16ms/step
>70, 679/693, d1=0.380, d2=0.220 g=2.478
2/2 [==============================] - 0s 17ms/step
>70, 680/693, d1=0.321, d2=0.185 g=2.430
2/2 [==============================] - 0s 17ms/step
>70, 681/693, d1=0.229, d2=0.340 g=2.320
2/2 [==============================] - 0s 17ms/step
>70, 682/693, d1=0.322, d2=0.236 g=2.348
2/2 [==============================] - 0s 17ms/step
>70, 683/693, d1=0.310, d2=0.435 g=2.532
2/2 [==============================] - 0s 16ms/step
>70, 684/693, d1=0.395, d2=0.198 g=2.649
2/2 [==============================] - 0s 16ms/step
>70, 685/693, d1=0.380, d2=0.268 g=2.515
2/2 [==============================] - 0s 17ms/step
>70, 686/693, d1=0.450, d2=0.264 g=2.289
2/2 [==============================] - 0s 16ms/step
>70, 687/693, d1=0.358, d2=0.334 g=2.466
2/2 [==============================] - 0s 18ms/step
>70, 688/693, d1=0.375, d2=0.295 g=2.523
2/2 [==============================] - 0s 17ms/step
>70, 689/693, d1=0.536, d2=0.269 g=2.392
2/2 [==============================] - 0s 16ms/step
>70, 690/693, d1=0.374, d2=0.424 g=2.506
2/2 [==============================] - 0s 16ms/step
>70, 691/693, d1=0.354, d2=0.189 g=2.279
2/2 [==============================] - 0s 16ms/step
>70, 692/693, d1=0.553, d2=0.320 g=2.174
2/2 [==============================] - 0s 16ms/step
>70, 693/693, d1=0.258, d2=0.409 g=2.526
5/5 [==============================] - 0s 17ms/step
>Accuracy real: 73%, fake: 98%
>SSIM score: 0.1371
WARNING:tensorflow:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.
5/5 [==============================] - 0s 24ms/step
2/2 [==============================] - 0s 24ms/step
>71, 1/693, d1=0.308, d2=0.156 g=2.483
2/2 [==============================] - 0s 19ms/step
>71, 2/693, d1=0.431, d2=0.396 g=2.473
2/2 [==============================] - 0s 17ms/step
>71, 3/693, d1=0.255, d2=0.286 g=2.772
2/2 [==============================] - 0s 16ms/step
>71, 4/693, d1=0.451, d2=0.189 g=2.465
2/2 [==============================] - 0s 17ms/step
>71, 5/693, d1=0.374, d2=0.273 g=2.451
2/2 [==============================] - 0s 18ms/step
>71, 6/693, d1=0.265, d2=0.292 g=2.438
2/2 [==============================] - 0s 17ms/step
>71, 7/693, d1=0.351, d2=0.306 g=2.737
2/2 [==============================] - 0s 17ms/step
>71, 8/693, d1=0.435, d2=0.265 g=2.614
2/2 [==============================] - 0s 16ms/step
>71, 9/693, d1=0.244, d2=0.221 g=2.454
2/2 [==============================] - 0s 17ms/step
>71, 10/693, d1=0.389, d2=0.271 g=2.630
2/2 [==============================] - 0s 17ms/step
>71, 11/693, d1=0.412, d2=0.323 g=2.310
2/2 [==============================] - 0s 16ms/step
>71, 12/693, d1=0.379, d2=0.236 g=2.278
2/2 [==============================] - 0s 17ms/step
>71, 13/693, d1=0.340, d2=0.342 g=2.281
2/2 [==============================] - 0s 16ms/step
>71, 14/693, d1=0.317, d2=0.342 g=2.424
2/2 [==============================] - 0s 17ms/step
>71, 15/693, d1=0.280, d2=0.231 g=2.659
2/2 [==============================] - 0s 17ms/step
>71, 16/693, d1=0.322, d2=0.263 g=2.774
2/2 [==============================] - 0s 16ms/step
>71, 17/693, d1=0.541, d2=0.208 g=2.401
2/2 [==============================] - 0s 18ms/step
>71, 18/693, d1=0.482, d2=0.361 g=2.100
2/2 [==============================] - 0s 17ms/step
>71, 19/693, d1=0.335, d2=0.324 g=2.220
2/2 [==============================] - 0s 17ms/step
>71, 20/693, d1=0.119, d2=0.262 g=2.656
2/2 [==============================] - 0s 16ms/step
>71, 21/693, d1=0.349, d2=0.209 g=2.526
2/2 [==============================] - 0s 18ms/step
>71, 22/693, d1=0.208, d2=0.352 g=2.903
2/2 [==============================] - 0s 16ms/step
>71, 23/693, d1=0.435, d2=0.155 g=2.451
2/2 [==============================] - 0s 17ms/step
>71, 24/693, d1=0.249, d2=0.176 g=2.534
2/2 [==============================] - 0s 16ms/step
>71, 25/693, d1=0.391, d2=0.211 g=2.338
2/2 [==============================] - 0s 16ms/step
>71, 26/693, d1=0.367, d2=0.245 g=2.128
2/2 [==============================] - 0s 16ms/step
>71, 27/693, d1=0.305, d2=0.334 g=2.161
2/2 [==============================] - 0s 16ms/step
>71, 28/693, d1=0.301, d2=0.319 g=2.305
2/2 [==============================] - 0s 17ms/step
>71, 29/693, d1=0.306, d2=0.197 g=2.599
2/2 [==============================] - 0s 16ms/step
>71, 30/693, d1=0.207, d2=0.287 g=2.253
2/2 [==============================] - 0s 17ms/step
>71, 31/693, d1=0.390, d2=0.196 g=2.093
2/2 [==============================] - 0s 17ms/step
>71, 32/693, d1=0.217, d2=0.293 g=2.297
2/2 [==============================] - 0s 17ms/step
>71, 33/693, d1=0.351, d2=0.274 g=2.552
2/2 [==============================] - 0s 17ms/step
>71, 34/693, d1=0.325, d2=0.248 g=2.502
2/2 [==============================] - 0s 17ms/step
>71, 35/693, d1=0.234, d2=0.240 g=2.708
2/2 [==============================] - 0s 16ms/step
>71, 36/693, d1=0.419, d2=0.261 g=2.416
2/2 [==============================] - 0s 17ms/step
>71, 37/693, d1=0.354, d2=0.245 g=2.375
2/2 [==============================] - 0s 17ms/step
>71, 38/693, d1=0.372, d2=0.329 g=2.461
2/2 [==============================] - 0s 17ms/step
>71, 39/693, d1=0.278, d2=0.334 g=2.552
2/2 [==============================] - 0s 16ms/step
>71, 40/693, d1=0.283, d2=0.203 g=2.749
2/2 [==============================] - 0s 16ms/step
>71, 41/693, d1=0.490, d2=0.268 g=2.424
2/2 [==============================] - 0s 18ms/step
>71, 42/693, d1=0.433, d2=0.254 g=2.259
2/2 [==============================] - 0s 17ms/step
>71, 43/693, d1=0.329, d2=0.326 g=2.148
2/2 [==============================] - 0s 17ms/step
>71, 44/693, d1=0.291, d2=0.263 g=2.376
2/2 [==============================] - 0s 17ms/step
>71, 45/693, d1=0.298, d2=0.369 g=2.592
2/2 [==============================] - 0s 17ms/step
>71, 46/693, d1=0.313, d2=0.168 g=2.647
2/2 [==============================] - 0s 18ms/step
>71, 47/693, d1=0.366, d2=0.277 g=2.424
2/2 [==============================] - 0s 16ms/step
>71, 48/693, d1=0.535, d2=0.296 g=2.426
2/2 [==============================] - 0s 17ms/step
>71, 49/693, d1=0.261, d2=0.228 g=2.504
2/2 [==============================] - 0s 17ms/step
>71, 50/693, d1=0.247, d2=0.304 g=2.728
2/2 [==============================] - 0s 16ms/step
>71, 51/693, d1=0.349, d2=0.133 g=2.663
2/2 [==============================] - 0s 17ms/step
>71, 52/693, d1=0.319, d2=0.240 g=2.338
2/2 [==============================] - 0s 17ms/step
>71, 53/693, d1=0.440, d2=0.328 g=2.395
2/2 [==============================] - 0s 16ms/step
>71, 54/693, d1=0.361, d2=0.288 g=2.385
2/2 [==============================] - 0s 17ms/step
>71, 55/693, d1=0.273, d2=0.214 g=2.383
2/2 [==============================] - 0s 16ms/step
>71, 56/693, d1=0.399, d2=0.230 g=2.435
2/2 [==============================] - 0s 20ms/step
>71, 57/693, d1=0.275, d2=0.310 g=2.392
2/2 [==============================] - 0s 17ms/step
>71, 58/693, d1=0.346, d2=0.302 g=2.379
2/2 [==============================] - 0s 17ms/step
>71, 59/693, d1=0.285, d2=0.308 g=2.369
2/2 [==============================] - 0s 17ms/step
>71, 60/693, d1=0.281, d2=0.228 g=2.442
2/2 [==============================] - 0s 17ms/step
>71, 61/693, d1=0.406, d2=0.263 g=2.165
2/2 [==============================] - 0s 16ms/step
>71, 62/693, d1=0.269, d2=0.271 g=2.418
2/2 [==============================] - 0s 17ms/step
>71, 63/693, d1=0.403, d2=0.315 g=2.479
2/2 [==============================] - 0s 17ms/step
>71, 64/693, d1=0.406, d2=0.256 g=2.371
2/2 [==============================] - 0s 17ms/step
>71, 65/693, d1=0.333, d2=0.193 g=2.659
2/2 [==============================] - 0s 17ms/step
>71, 66/693, d1=0.242, d2=0.211 g=2.510
2/2 [==============================] - 0s 17ms/step
>71, 67/693, d1=0.237, d2=0.314 g=2.615
2/2 [==============================] - 0s 16ms/step
>71, 68/693, d1=0.319, d2=0.248 g=2.547
2/2 [==============================] - 0s 16ms/step
>71, 69/693, d1=0.347, d2=0.172 g=2.462
2/2 [==============================] - 0s 18ms/step
>71, 70/693, d1=0.339, d2=0.228 g=2.245
2/2 [==============================] - 0s 17ms/step
>71, 71/693, d1=0.319, d2=0.277 g=2.567
2/2 [==============================] - 0s 16ms/step
>71, 72/693, d1=0.265, d2=0.311 g=2.388
2/2 [==============================] - 0s 16ms/step
>71, 73/693, d1=0.294, d2=0.248 g=2.437
2/2 [==============================] - 0s 17ms/step
>71, 74/693, d1=0.333, d2=0.273 g=2.259
2/2 [==============================] - 0s 16ms/step
>71, 75/693, d1=0.482, d2=0.266 g=2.447
2/2 [==============================] - 0s 16ms/step
>71, 76/693, d1=0.457, d2=0.264 g=2.205
2/2 [==============================] - 0s 17ms/step
>71, 77/693, d1=0.375, d2=0.376 g=2.473
2/2 [==============================] - 0s 16ms/step
>71, 78/693, d1=0.383, d2=0.300 g=2.356
2/2 [==============================] - 0s 17ms/step
>71, 79/693, d1=0.194, d2=0.318 g=2.476
2/2 [==============================] - 0s 16ms/step
>71, 80/693, d1=0.425, d2=0.263 g=2.692
2/2 [==============================] - 0s 16ms/step
>71, 81/693, d1=0.459, d2=0.340 g=2.507
2/2 [==============================] - 0s 17ms/step
>71, 82/693, d1=0.450, d2=0.358 g=2.433
2/2 [==============================] - 0s 18ms/step
>71, 83/693, d1=0.358, d2=0.247 g=2.411
2/2 [==============================] - 0s 17ms/step
>71, 84/693, d1=0.392, d2=0.236 g=2.347
2/2 [==============================] - 0s 17ms/step
>71, 85/693, d1=0.281, d2=0.427 g=2.420
2/2 [==============================] - 0s 16ms/step
>71, 86/693, d1=0.300, d2=0.170 g=2.330
2/2 [==============================] - 0s 17ms/step
>71, 87/693, d1=0.207, d2=0.191 g=2.604
2/2 [==============================] - 0s 17ms/step
>71, 88/693, d1=0.259, d2=0.262 g=2.609
2/2 [==============================] - 0s 16ms/step
>71, 89/693, d1=0.405, d2=0.345 g=2.362
2/2 [==============================] - 0s 17ms/step
>71, 90/693, d1=0.414, d2=0.301 g=2.452
2/2 [==============================] - 0s 16ms/step
>71, 91/693, d1=0.335, d2=0.288 g=2.542
2/2 [==============================] - 0s 16ms/step
>71, 92/693, d1=0.434, d2=0.233 g=2.538
2/2 [==============================] - 0s 17ms/step
>71, 93/693, d1=0.467, d2=0.378 g=2.407
2/2 [==============================] - 0s 16ms/step
>71, 94/693, d1=0.413, d2=0.226 g=2.438
2/2 [==============================] - 0s 17ms/step
>71, 95/693, d1=0.357, d2=0.306 g=2.301
2/2 [==============================] - 0s 16ms/step
>71, 96/693, d1=0.375, d2=0.383 g=2.405
2/2 [==============================] - 0s 17ms/step
>71, 97/693, d1=0.421, d2=0.345 g=2.207
2/2 [==============================] - 0s 16ms/step
>71, 98/693, d1=0.351, d2=0.298 g=2.350
2/2 [==============================] - 0s 17ms/step
>71, 99/693, d1=0.263, d2=0.322 g=2.474
2/2 [==============================] - 0s 17ms/step
>71, 100/693, d1=0.347, d2=0.230 g=2.388
2/2 [==============================] - 0s 17ms/step
>71, 101/693, d1=0.190, d2=0.200 g=2.703
2/2 [==============================] - 0s 17ms/step
>71, 102/693, d1=0.342, d2=0.157 g=2.570
2/2 [==============================] - 0s 17ms/step
>71, 103/693, d1=0.253, d2=0.257 g=2.575
2/2 [==============================] - 0s 16ms/step
>71, 104/693, d1=0.412, d2=0.333 g=2.614
2/2 [==============================] - 0s 18ms/step
>71, 105/693, d1=0.254, d2=0.206 g=2.756
2/2 [==============================] - 0s 17ms/step
>71, 106/693, d1=0.357, d2=0.362 g=2.743
2/2 [==============================] - 0s 16ms/step
>71, 107/693, d1=0.573, d2=0.251 g=2.301
2/2 [==============================] - 0s 17ms/step
>71, 108/693, d1=0.257, d2=0.350 g=2.410
2/2 [==============================] - 0s 17ms/step
>71, 109/693, d1=0.318, d2=0.216 g=2.878
2/2 [==============================] - 0s 17ms/step
>71, 110/693, d1=0.466, d2=0.342 g=2.029
2/2 [==============================] - 0s 17ms/step
>71, 111/693, d1=0.426, d2=0.436 g=2.497
2/2 [==============================] - 0s 17ms/step
>71, 112/693, d1=0.262, d2=0.323 g=2.438
2/2 [==============================] - 0s 16ms/step
>71, 113/693, d1=0.200, d2=0.318 g=2.678
2/2 [==============================] - 0s 15ms/step
>71, 114/693, d1=0.562, d2=0.233 g=2.436
2/2 [==============================] - 0s 18ms/step
>71, 115/693, d1=0.374, d2=0.268 g=2.511
2/2 [==============================] - 0s 16ms/step
>71, 116/693, d1=0.349, d2=0.256 g=2.295
2/2 [==============================] - 0s 16ms/step
>71, 117/693, d1=0.353, d2=0.261 g=2.234
2/2 [==============================] - 0s 16ms/step
>71, 118/693, d1=0.261, d2=0.308 g=2.163
2/2 [==============================] - 0s 19ms/step
>71, 119/693, d1=0.277, d2=0.325 g=2.560
2/2 [==============================] - 0s 17ms/step
>71, 120/693, d1=0.295, d2=0.146 g=2.490
2/2 [==============================] - 0s 17ms/step
>71, 121/693, d1=0.466, d2=0.194 g=2.329
2/2 [==============================] - 0s 17ms/step
>71, 122/693, d1=0.342, d2=0.544 g=2.491
2/2 [==============================] - 0s 17ms/step
>71, 123/693, d1=0.288, d2=0.296 g=2.700
2/2 [==============================] - 0s 16ms/step
>71, 124/693, d1=0.402, d2=0.189 g=2.392
2/2 [==============================] - 0s 16ms/step
>71, 125/693, d1=0.541, d2=0.253 g=2.326
2/2 [==============================] - 0s 16ms/step
>71, 126/693, d1=0.171, d2=0.237 g=2.231
2/2 [==============================] - 0s 18ms/step
>71, 127/693, d1=0.206, d2=0.366 g=2.514
2/2 [==============================] - 0s 17ms/step
>71, 128/693, d1=0.386, d2=0.259 g=2.307
2/2 [==============================] - 0s 17ms/step
>71, 129/693, d1=0.238, d2=0.327 g=2.762
2/2 [==============================] - 0s 16ms/step
>71, 130/693, d1=0.315, d2=0.218 g=2.771
2/2 [==============================] - 0s 18ms/step
>71, 131/693, d1=0.405, d2=0.221 g=2.575
2/2 [==============================] - 0s 16ms/step
>71, 132/693, d1=0.318, d2=0.177 g=2.522
2/2 [==============================] - 0s 18ms/step
>71, 133/693, d1=0.215, d2=0.489 g=2.576
2/2 [==============================] - 0s 17ms/step
>71, 134/693, d1=0.376, d2=0.385 g=2.569
2/2 [==============================] - 0s 16ms/step
>71, 135/693, d1=0.570, d2=0.196 g=2.423
2/2 [==============================] - 0s 16ms/step
>71, 136/693, d1=0.365, d2=0.286 g=2.512
2/2 [==============================] - 0s 17ms/step
>71, 137/693, d1=0.360, d2=0.221 g=2.411
2/2 [==============================] - 0s 17ms/step
>71, 138/693, d1=0.258, d2=0.383 g=2.334
2/2 [==============================] - 0s 18ms/step
>71, 139/693, d1=0.361, d2=0.385 g=2.488
2/2 [==============================] - 0s 16ms/step
>71, 140/693, d1=0.448, d2=0.277 g=2.766
2/2 [==============================] - 0s 16ms/step
>71, 141/693, d1=0.458, d2=0.338 g=2.200
2/2 [==============================] - 0s 17ms/step
>71, 142/693, d1=0.349, d2=0.282 g=2.649
2/2 [==============================] - 0s 18ms/step
>71, 143/693, d1=0.315, d2=0.283 g=2.554
2/2 [==============================] - 0s 16ms/step
>71, 144/693, d1=0.350, d2=0.242 g=2.431
2/2 [==============================] - 0s 17ms/step
>71, 145/693, d1=0.270, d2=0.269 g=2.437
2/2 [==============================] - 0s 16ms/step
>71, 146/693, d1=0.430, d2=0.321 g=2.441
2/2 [==============================] - 0s 16ms/step
>71, 147/693, d1=0.306, d2=0.166 g=2.442
2/2 [==============================] - 0s 17ms/step
>71, 148/693, d1=0.357, d2=0.293 g=2.510
2/2 [==============================] - 0s 17ms/step
>71, 149/693, d1=0.217, d2=0.293 g=2.523
2/2 [==============================] - 0s 17ms/step
>71, 150/693, d1=0.443, d2=0.240 g=2.261
2/2 [==============================] - 0s 16ms/step
>71, 151/693, d1=0.322, d2=0.254 g=2.399
2/2 [==============================] - 0s 17ms/step
>71, 152/693, d1=0.222, d2=0.276 g=2.544
2/2 [==============================] - 0s 16ms/step
>71, 153/693, d1=0.403, d2=0.193 g=2.224
2/2 [==============================] - 0s 16ms/step
>71, 154/693, d1=0.420, d2=0.373 g=2.066
2/2 [==============================] - 0s 16ms/step
>71, 155/693, d1=0.305, d2=0.330 g=2.482
2/2 [==============================] - 0s 17ms/step
>71, 156/693, d1=0.532, d2=0.211 g=2.371
2/2 [==============================] - 0s 17ms/step
>71, 157/693, d1=0.298, d2=0.330 g=2.349
2/2 [==============================] - 0s 17ms/step
>71, 158/693, d1=0.291, d2=0.239 g=2.506
2/2 [==============================] - 0s 16ms/step
>71, 159/693, d1=0.335, d2=0.369 g=2.736
2/2 [==============================] - 0s 16ms/step
>71, 160/693, d1=0.362, d2=0.289 g=2.537
2/2 [==============================] - 0s 17ms/step
>71, 161/693, d1=0.544, d2=0.370 g=2.482
2/2 [==============================] - 0s 16ms/step
>71, 162/693, d1=0.336, d2=0.251 g=2.278
2/2 [==============================] - 0s 17ms/step
>71, 163/693, d1=0.366, d2=0.264 g=2.223
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 30ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
>75, 472/693, d1=0.369, d2=0.221 g=2.412
2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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>80, 669/693, d1=0.219, d2=0.185 g=2.717
2/2 [==============================] - 0s 16ms/step
>80, 670/693, d1=0.287, d2=0.157 g=2.535
2/2 [==============================] - 0s 17ms/step
>80, 671/693, d1=0.297, d2=0.245 g=2.615
2/2 [==============================] - 0s 17ms/step
>80, 672/693, d1=0.220, d2=0.209 g=2.605
2/2 [==============================] - 0s 17ms/step
>80, 673/693, d1=0.384, d2=0.202 g=2.538
2/2 [==============================] - 0s 16ms/step
>80, 674/693, d1=0.205, d2=0.188 g=2.779
2/2 [==============================] - 0s 17ms/step
>80, 675/693, d1=0.310, d2=0.238 g=2.609
2/2 [==============================] - 0s 16ms/step
>80, 676/693, d1=0.258, d2=0.207 g=2.809
2/2 [==============================] - 0s 17ms/step
>80, 677/693, d1=0.303, d2=0.235 g=2.605
2/2 [==============================] - 0s 16ms/step
>80, 678/693, d1=0.363, d2=0.183 g=2.461
2/2 [==============================] - 0s 16ms/step
>80, 679/693, d1=0.403, d2=0.222 g=2.266
2/2 [==============================] - 0s 17ms/step
>80, 680/693, d1=0.231, d2=0.290 g=2.209
2/2 [==============================] - 0s 16ms/step
>80, 681/693, d1=0.225, d2=0.184 g=2.514
2/2 [==============================] - 0s 17ms/step
>80, 682/693, d1=0.431, d2=0.328 g=2.540
2/2 [==============================] - 0s 17ms/step
>80, 683/693, d1=0.356, d2=0.281 g=2.472
2/2 [==============================] - 0s 16ms/step
>80, 684/693, d1=0.405, d2=0.253 g=2.820
2/2 [==============================] - 0s 17ms/step
>80, 685/693, d1=0.206, d2=0.218 g=2.837
2/2 [==============================] - 0s 17ms/step
>80, 686/693, d1=0.287, d2=0.200 g=2.659
2/2 [==============================] - 0s 17ms/step
>80, 687/693, d1=0.296, d2=0.249 g=2.662
2/2 [==============================] - 0s 16ms/step
>80, 688/693, d1=0.269, d2=0.219 g=2.601
2/2 [==============================] - 0s 17ms/step
>80, 689/693, d1=0.346, d2=0.284 g=2.574
2/2 [==============================] - 0s 16ms/step
>80, 690/693, d1=0.299, d2=0.227 g=2.510
2/2 [==============================] - 0s 18ms/step
>80, 691/693, d1=0.264, d2=0.214 g=2.398
2/2 [==============================] - 0s 16ms/step
>80, 692/693, d1=0.165, d2=0.259 g=2.824
2/2 [==============================] - 0s 16ms/step
>80, 693/693, d1=0.388, d2=0.165 g=2.735
5/5 [==============================] - 0s 17ms/step
>Accuracy real: 82%, fake: 98%
>SSIM score: 0.1248
WARNING:tensorflow:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.
5/5 [==============================] - 0s 18ms/step
2/2 [==============================] - 0s 17ms/step
>81, 1/693, d1=0.197, d2=0.192 g=2.692
2/2 [==============================] - 0s 16ms/step
>81, 2/693, d1=0.344, d2=0.192 g=2.574
2/2 [==============================] - 0s 17ms/step
>81, 3/693, d1=0.287, d2=0.326 g=2.725
2/2 [==============================] - 0s 17ms/step
>81, 4/693, d1=0.340, d2=0.154 g=2.775
2/2 [==============================] - 0s 16ms/step
>81, 5/693, d1=0.306, d2=0.181 g=2.669
2/2 [==============================] - 0s 16ms/step
>81, 6/693, d1=0.257, d2=0.181 g=2.575
2/2 [==============================] - 0s 16ms/step
>81, 7/693, d1=0.275, d2=0.453 g=2.740
2/2 [==============================] - 0s 16ms/step
>81, 8/693, d1=0.370, d2=0.234 g=2.791
2/2 [==============================] - 0s 16ms/step
>81, 9/693, d1=0.416, d2=0.192 g=2.693
2/2 [==============================] - 0s 16ms/step
>81, 10/693, d1=0.202, d2=0.263 g=2.610
2/2 [==============================] - 0s 17ms/step
>81, 11/693, d1=0.401, d2=0.202 g=2.340
2/2 [==============================] - 0s 17ms/step
>81, 12/693, d1=0.312, d2=0.218 g=2.405
2/2 [==============================] - 0s 18ms/step
>81, 13/693, d1=0.190, d2=0.214 g=2.637
2/2 [==============================] - 0s 18ms/step
>81, 14/693, d1=0.289, d2=0.225 g=2.673
2/2 [==============================] - 0s 15ms/step
>81, 15/693, d1=0.241, d2=0.260 g=2.732
2/2 [==============================] - 0s 17ms/step
>81, 16/693, d1=0.462, d2=0.178 g=2.445
2/2 [==============================] - 0s 16ms/step
>81, 17/693, d1=0.225, d2=0.289 g=2.536
2/2 [==============================] - 0s 17ms/step
>81, 18/693, d1=0.250, d2=0.190 g=2.429
2/2 [==============================] - 0s 16ms/step
>81, 19/693, d1=0.205, d2=0.201 g=2.531
2/2 [==============================] - 0s 18ms/step
>81, 20/693, d1=0.267, d2=0.260 g=2.706
2/2 [==============================] - 0s 16ms/step
>81, 21/693, d1=0.256, d2=0.177 g=2.467
2/2 [==============================] - 0s 17ms/step
>81, 22/693, d1=0.424, d2=0.246 g=2.254
2/2 [==============================] - 0s 16ms/step
>81, 23/693, d1=0.412, d2=0.292 g=2.434
2/2 [==============================] - 0s 17ms/step
>81, 24/693, d1=0.281, d2=0.236 g=2.368
2/2 [==============================] - 0s 16ms/step
>81, 25/693, d1=0.257, d2=0.297 g=2.704
2/2 [==============================] - 0s 17ms/step
>81, 26/693, d1=0.236, d2=0.175 g=2.283
2/2 [==============================] - 0s 17ms/step
>81, 27/693, d1=0.376, d2=0.235 g=2.489
2/2 [==============================] - 0s 17ms/step
>81, 28/693, d1=0.289, d2=0.275 g=2.428
2/2 [==============================] - 0s 16ms/step
>81, 29/693, d1=0.276, d2=0.168 g=2.744
2/2 [==============================] - 0s 16ms/step
>81, 30/693, d1=0.272, d2=0.226 g=2.578
2/2 [==============================] - 0s 17ms/step
>81, 31/693, d1=0.395, d2=0.227 g=2.421
2/2 [==============================] - 0s 16ms/step
>81, 32/693, d1=0.516, d2=0.355 g=2.421
2/2 [==============================] - 0s 18ms/step
>81, 33/693, d1=0.262, d2=0.246 g=2.493
2/2 [==============================] - 0s 17ms/step
>81, 34/693, d1=0.265, d2=0.176 g=2.459
2/2 [==============================] - 0s 18ms/step
>81, 35/693, d1=0.369, d2=0.322 g=2.473
2/2 [==============================] - 0s 17ms/step
>81, 36/693, d1=0.372, d2=0.267 g=2.440
2/2 [==============================] - 0s 17ms/step
>81, 37/693, d1=0.336, d2=0.201 g=2.601
2/2 [==============================] - 0s 16ms/step
>81, 38/693, d1=0.278, d2=0.289 g=2.561
2/2 [==============================] - 0s 17ms/step
>81, 39/693, d1=0.378, d2=0.254 g=2.527
2/2 [==============================] - 0s 16ms/step
>81, 40/693, d1=0.228, d2=0.262 g=2.601
2/2 [==============================] - 0s 16ms/step
>81, 41/693, d1=0.314, d2=0.218 g=2.429
2/2 [==============================] - 0s 17ms/step
>81, 42/693, d1=0.295, d2=0.416 g=3.007
2/2 [==============================] - 0s 16ms/step
>81, 43/693, d1=0.379, d2=0.302 g=2.940
2/2 [==============================] - 0s 17ms/step
>81, 44/693, d1=0.364, d2=0.153 g=2.703
2/2 [==============================] - 0s 16ms/step
>81, 45/693, d1=0.250, d2=0.206 g=2.697
2/2 [==============================] - 0s 17ms/step
>81, 46/693, d1=0.325, d2=0.170 g=2.382
2/2 [==============================] - 0s 16ms/step
>81, 47/693, d1=0.410, d2=0.334 g=2.368
2/2 [==============================] - 0s 18ms/step
>81, 48/693, d1=0.370, d2=0.242 g=2.323
2/2 [==============================] - 0s 17ms/step
>81, 49/693, d1=0.256, d2=0.228 g=2.799
2/2 [==============================] - 0s 17ms/step
>81, 50/693, d1=0.253, d2=0.224 g=2.850
2/2 [==============================] - 0s 17ms/step
>81, 51/693, d1=0.426, d2=0.294 g=2.364
2/2 [==============================] - 0s 17ms/step
>81, 52/693, d1=0.251, d2=0.341 g=2.675
2/2 [==============================] - 0s 17ms/step
>81, 53/693, d1=0.323, d2=0.154 g=2.675
2/2 [==============================] - 0s 17ms/step
>81, 54/693, d1=0.345, d2=0.148 g=2.286
2/2 [==============================] - 0s 16ms/step
>81, 55/693, d1=0.287, d2=0.271 g=2.379
2/2 [==============================] - 0s 17ms/step
>81, 56/693, d1=0.301, d2=0.344 g=2.927
2/2 [==============================] - 0s 17ms/step
>81, 57/693, d1=0.413, d2=0.171 g=2.601
2/2 [==============================] - 0s 16ms/step
>81, 58/693, d1=0.240, d2=0.180 g=2.685
2/2 [==============================] - 0s 17ms/step
>81, 59/693, d1=0.212, d2=0.255 g=2.755
2/2 [==============================] - 0s 16ms/step
>81, 60/693, d1=0.402, d2=0.276 g=2.558
2/2 [==============================] - 0s 16ms/step
>81, 61/693, d1=0.261, d2=0.194 g=2.446
2/2 [==============================] - 0s 16ms/step
>81, 62/693, d1=0.251, d2=0.233 g=2.614
2/2 [==============================] - 0s 16ms/step
>81, 63/693, d1=0.277, d2=0.251 g=2.475
2/2 [==============================] - 0s 17ms/step
>81, 64/693, d1=0.261, d2=0.332 g=2.803
2/2 [==============================] - 0s 16ms/step
>81, 65/693, d1=0.289, d2=0.122 g=2.667
2/2 [==============================] - 0s 16ms/step
>81, 66/693, d1=0.362, d2=0.140 g=2.445
2/2 [==============================] - 0s 16ms/step
>81, 67/693, d1=0.321, d2=0.320 g=2.505
2/2 [==============================] - 0s 16ms/step
>81, 68/693, d1=0.280, d2=0.229 g=2.385
2/2 [==============================] - 0s 17ms/step
>81, 69/693, d1=0.363, d2=0.337 g=2.790
2/2 [==============================] - 0s 17ms/step
>81, 70/693, d1=0.348, d2=0.245 g=2.821
2/2 [==============================] - 0s 16ms/step
>81, 71/693, d1=0.310, d2=0.188 g=2.655
2/2 [==============================] - 0s 17ms/step
>81, 72/693, d1=0.151, d2=0.195 g=2.707
2/2 [==============================] - 0s 17ms/step
>81, 73/693, d1=0.128, d2=0.301 g=3.145
2/2 [==============================] - 0s 16ms/step
>81, 74/693, d1=0.253, d2=0.238 g=3.066
2/2 [==============================] - 0s 17ms/step
>81, 75/693, d1=0.309, d2=0.141 g=3.130
2/2 [==============================] - 0s 17ms/step
>81, 76/693, d1=0.412, d2=0.272 g=2.768
2/2 [==============================] - 0s 17ms/step
>81, 77/693, d1=0.221, d2=0.136 g=2.496
2/2 [==============================] - 0s 16ms/step
>81, 78/693, d1=0.235, d2=0.297 g=2.818
2/2 [==============================] - 0s 17ms/step
>81, 79/693, d1=0.334, d2=0.301 g=2.758
2/2 [==============================] - 0s 17ms/step
>81, 80/693, d1=0.310, d2=0.154 g=2.811
2/2 [==============================] - 0s 17ms/step
>81, 81/693, d1=0.291, d2=0.182 g=2.521
2/2 [==============================] - 0s 17ms/step
>81, 82/693, d1=0.283, d2=0.275 g=2.468
2/2 [==============================] - 0s 17ms/step
>81, 83/693, d1=0.308, d2=0.371 g=2.719
2/2 [==============================] - 0s 16ms/step
>81, 84/693, d1=0.301, d2=0.315 g=2.537
2/2 [==============================] - 0s 17ms/step
>81, 85/693, d1=0.201, d2=0.203 g=2.998
2/2 [==============================] - 0s 17ms/step
>81, 86/693, d1=0.263, d2=0.183 g=2.690
2/2 [==============================] - 0s 16ms/step
>81, 87/693, d1=0.302, d2=0.257 g=2.498
2/2 [==============================] - 0s 16ms/step
>81, 88/693, d1=0.259, d2=0.387 g=2.896
2/2 [==============================] - 0s 16ms/step
>81, 89/693, d1=0.395, d2=0.191 g=2.624
2/2 [==============================] - 0s 16ms/step
>81, 90/693, d1=0.369, d2=0.256 g=2.692
2/2 [==============================] - 0s 17ms/step
>81, 91/693, d1=0.301, d2=0.276 g=2.584
2/2 [==============================] - 0s 17ms/step
>81, 92/693, d1=0.233, d2=0.215 g=2.664
2/2 [==============================] - 0s 17ms/step
>81, 93/693, d1=0.255, d2=0.195 g=2.587
2/2 [==============================] - 0s 16ms/step
>81, 94/693, d1=0.313, d2=0.212 g=2.682
2/2 [==============================] - 0s 17ms/step
>81, 95/693, d1=0.388, d2=0.323 g=2.343
2/2 [==============================] - 0s 16ms/step
>81, 96/693, d1=0.377, d2=0.351 g=2.720
2/2 [==============================] - 0s 17ms/step
>81, 97/693, d1=0.375, d2=0.220 g=2.702
2/2 [==============================] - 0s 15ms/step
>81, 98/693, d1=0.310, d2=0.279 g=2.542
2/2 [==============================] - 0s 16ms/step
>81, 99/693, d1=0.338, d2=0.347 g=2.758
2/2 [==============================] - 0s 16ms/step
>81, 100/693, d1=0.346, d2=0.218 g=2.706
2/2 [==============================] - 0s 17ms/step
>81, 101/693, d1=0.278, d2=0.196 g=2.620
2/2 [==============================] - 0s 17ms/step
>81, 102/693, d1=0.308, d2=0.179 g=2.784
2/2 [==============================] - 0s 16ms/step
>81, 103/693, d1=0.470, d2=0.308 g=2.531
2/2 [==============================] - 0s 17ms/step
>81, 104/693, d1=0.255, d2=0.237 g=2.414
2/2 [==============================] - 0s 17ms/step
>81, 105/693, d1=0.307, d2=0.263 g=2.468
2/2 [==============================] - 0s 17ms/step
>81, 106/693, d1=0.301, d2=0.150 g=2.607
2/2 [==============================] - 0s 19ms/step
>81, 107/693, d1=0.380, d2=0.205 g=2.303
2/2 [==============================] - 0s 17ms/step
>81, 108/693, d1=0.291, d2=0.303 g=2.628
2/2 [==============================] - 0s 16ms/step
>81, 109/693, d1=0.237, d2=0.263 g=2.820
2/2 [==============================] - 0s 16ms/step
>81, 110/693, d1=0.329, d2=0.200 g=2.687
2/2 [==============================] - 0s 17ms/step
>81, 111/693, d1=0.330, d2=0.230 g=2.838
2/2 [==============================] - 0s 17ms/step
>81, 112/693, d1=0.403, d2=0.231 g=2.560
2/2 [==============================] - 0s 17ms/step
>81, 113/693, d1=0.337, d2=0.351 g=2.726
2/2 [==============================] - 0s 17ms/step
>81, 114/693, d1=0.275, d2=0.203 g=2.655
2/2 [==============================] - 0s 17ms/step
>81, 115/693, d1=0.289, d2=0.186 g=2.477
2/2 [==============================] - 0s 16ms/step
>81, 116/693, d1=0.279, d2=0.220 g=2.768
2/2 [==============================] - 0s 17ms/step
>81, 117/693, d1=0.365, d2=0.250 g=2.419
2/2 [==============================] - 0s 17ms/step
>81, 118/693, d1=0.224, d2=0.191 g=2.472
2/2 [==============================] - 0s 16ms/step
>81, 119/693, d1=0.216, d2=0.178 g=2.451
2/2 [==============================] - 0s 17ms/step
>81, 120/693, d1=0.206, d2=0.287 g=2.799
2/2 [==============================] - 0s 16ms/step
>81, 121/693, d1=0.325, d2=0.215 g=2.978
2/2 [==============================] - 0s 17ms/step
>81, 122/693, d1=0.325, d2=0.145 g=2.992
2/2 [==============================] - 0s 16ms/step
>81, 123/693, d1=0.319, d2=0.141 g=2.600
2/2 [==============================] - 0s 17ms/step
>81, 124/693, d1=0.238, d2=0.222 g=2.552
2/2 [==============================] - 0s 16ms/step
>81, 125/693, d1=0.130, d2=0.215 g=2.789
2/2 [==============================] - 0s 17ms/step
>81, 126/693, d1=0.399, d2=0.139 g=2.805
2/2 [==============================] - 0s 17ms/step
>81, 127/693, d1=0.197, d2=0.277 g=2.597
2/2 [==============================] - 0s 17ms/step
>81, 128/693, d1=0.405, d2=0.291 g=2.654
2/2 [==============================] - 0s 18ms/step
>81, 129/693, d1=0.310, d2=0.220 g=2.901
2/2 [==============================] - 0s 17ms/step
>81, 130/693, d1=0.364, d2=0.155 g=2.717
2/2 [==============================] - 0s 17ms/step
>81, 131/693, d1=0.490, d2=0.214 g=2.355
2/2 [==============================] - 0s 18ms/step
>81, 132/693, d1=0.231, d2=0.299 g=2.452
2/2 [==============================] - 0s 17ms/step
>81, 133/693, d1=0.182, d2=0.232 g=2.822
2/2 [==============================] - 0s 17ms/step
>81, 134/693, d1=0.269, d2=0.206 g=2.802
2/2 [==============================] - 0s 17ms/step
>81, 135/693, d1=0.482, d2=0.280 g=2.843
2/2 [==============================] - 0s 17ms/step
>81, 136/693, d1=0.353, d2=0.241 g=2.677
2/2 [==============================] - 0s 17ms/step
>81, 137/693, d1=0.332, d2=0.224 g=2.612
2/2 [==============================] - 0s 17ms/step
>81, 138/693, d1=0.375, d2=0.259 g=2.539
2/2 [==============================] - 0s 17ms/step
>81, 139/693, d1=0.209, d2=0.231 g=2.988
2/2 [==============================] - 0s 17ms/step
>81, 140/693, d1=0.232, d2=0.193 g=2.735
2/2 [==============================] - 0s 16ms/step
>81, 141/693, d1=0.181, d2=0.136 g=2.912
2/2 [==============================] - 0s 18ms/step
>81, 142/693, d1=0.337, d2=0.152 g=2.685
2/2 [==============================] - 0s 16ms/step
>81, 143/693, d1=0.236, d2=0.198 g=2.665
2/2 [==============================] - 0s 17ms/step
>81, 144/693, d1=0.251, d2=0.208 g=2.695
2/2 [==============================] - 0s 16ms/step
>81, 145/693, d1=0.305, d2=0.214 g=2.648
2/2 [==============================] - 0s 18ms/step
>81, 146/693, d1=0.555, d2=0.281 g=2.828
2/2 [==============================] - 0s 17ms/step
>81, 147/693, d1=0.296, d2=0.232 g=2.422
2/2 [==============================] - 0s 16ms/step
>81, 148/693, d1=0.317, d2=0.223 g=2.522
2/2 [==============================] - 0s 16ms/step
>81, 149/693, d1=0.322, d2=0.271 g=2.287
2/2 [==============================] - 0s 17ms/step
>81, 150/693, d1=0.362, d2=0.278 g=2.781
2/2 [==============================] - 0s 17ms/step
>81, 151/693, d1=0.348, d2=0.227 g=2.545
2/2 [==============================] - 0s 16ms/step
>81, 152/693, d1=0.351, d2=0.314 g=2.634
2/2 [==============================] - 0s 17ms/step
>81, 153/693, d1=0.150, d2=0.238 g=2.627
2/2 [==============================] - 0s 17ms/step
>81, 154/693, d1=0.210, d2=0.332 g=2.860
2/2 [==============================] - 0s 16ms/step
>81, 155/693, d1=0.255, d2=0.151 g=3.031
2/2 [==============================] - 0s 16ms/step
>81, 156/693, d1=0.233, d2=0.137 g=2.678
2/2 [==============================] - 0s 16ms/step
>81, 157/693, d1=0.363, d2=0.170 g=2.434
2/2 [==============================] - 0s 16ms/step
>81, 158/693, d1=0.167, d2=0.242 g=2.775
2/2 [==============================] - 0s 16ms/step
>81, 159/693, d1=0.447, d2=0.220 g=2.315
2/2 [==============================] - 0s 16ms/step
>81, 160/693, d1=0.275, d2=0.300 g=2.355
2/2 [==============================] - 0s 16ms/step
>81, 161/693, d1=0.327, d2=0.275 g=2.460
2/2 [==============================] - 0s 16ms/step
>81, 162/693, d1=0.243, d2=0.349 g=3.005
2/2 [==============================] - 0s 17ms/step
>81, 163/693, d1=0.349, d2=0.235 g=2.509
2/2 [==============================] - 0s 16ms/step
>81, 164/693, d1=0.440, d2=0.201 g=2.571
2/2 [==============================] - 0s 17ms/step
>81, 165/693, d1=0.360, d2=0.294 g=2.522
2/2 [==============================] - 0s 17ms/step
>81, 166/693, d1=0.333, d2=0.290 g=2.490
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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>90, 665/693, d1=0.334, d2=0.298 g=2.994
2/2 [==============================] - 0s 17ms/step
>90, 666/693, d1=0.474, d2=0.210 g=3.126
2/2 [==============================] - 0s 16ms/step
>90, 667/693, d1=0.271, d2=0.150 g=2.863
2/2 [==============================] - 0s 16ms/step
>90, 668/693, d1=0.239, d2=0.198 g=3.091
2/2 [==============================] - 0s 17ms/step
>90, 669/693, d1=0.200, d2=0.356 g=3.410
2/2 [==============================] - 0s 16ms/step
>90, 670/693, d1=0.339, d2=0.128 g=3.206
2/2 [==============================] - 0s 17ms/step
>90, 671/693, d1=0.261, d2=0.168 g=3.076
2/2 [==============================] - 0s 17ms/step
>90, 672/693, d1=0.265, d2=0.154 g=3.251
2/2 [==============================] - 0s 17ms/step
>90, 673/693, d1=0.215, d2=0.123 g=3.087
2/2 [==============================] - 0s 16ms/step
>90, 674/693, d1=0.260, d2=0.112 g=2.564
2/2 [==============================] - 0s 18ms/step
>90, 675/693, d1=0.132, d2=0.219 g=2.685
2/2 [==============================] - 0s 16ms/step
>90, 676/693, d1=0.143, d2=0.225 g=3.321
2/2 [==============================] - 0s 17ms/step
>90, 677/693, d1=0.394, d2=0.092 g=2.890
2/2 [==============================] - 0s 16ms/step
>90, 678/693, d1=0.208, d2=0.266 g=2.807
2/2 [==============================] - 0s 17ms/step
>90, 679/693, d1=0.280, d2=0.317 g=2.700
2/2 [==============================] - 0s 16ms/step
>90, 680/693, d1=0.451, d2=0.232 g=3.023
2/2 [==============================] - 0s 16ms/step
>90, 681/693, d1=0.222, d2=0.283 g=3.263
2/2 [==============================] - 0s 16ms/step
>90, 682/693, d1=0.325, d2=0.160 g=2.883
2/2 [==============================] - 0s 17ms/step
>90, 683/693, d1=0.379, d2=0.178 g=2.862
2/2 [==============================] - 0s 17ms/step
>90, 684/693, d1=0.215, d2=0.173 g=3.121
2/2 [==============================] - 0s 16ms/step
>90, 685/693, d1=0.235, d2=0.176 g=2.641
2/2 [==============================] - 0s 17ms/step
>90, 686/693, d1=0.215, d2=0.254 g=2.800
2/2 [==============================] - 0s 17ms/step
>90, 687/693, d1=0.207, d2=0.201 g=3.085
2/2 [==============================] - 0s 17ms/step
>90, 688/693, d1=0.229, d2=0.197 g=3.042
2/2 [==============================] - 0s 17ms/step
>90, 689/693, d1=0.392, d2=0.181 g=2.773
2/2 [==============================] - 0s 16ms/step
>90, 690/693, d1=0.174, d2=0.231 g=2.676
2/2 [==============================] - 0s 16ms/step
>90, 691/693, d1=0.178, d2=0.174 g=2.691
2/2 [==============================] - 0s 17ms/step
>90, 692/693, d1=0.224, d2=0.239 g=2.892
2/2 [==============================] - 0s 17ms/step
>90, 693/693, d1=0.321, d2=0.179 g=2.925
5/5 [==============================] - 0s 17ms/step
>Accuracy real: 87%, fake: 99%
>SSIM score: 0.1216
WARNING:tensorflow:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.
5/5 [==============================] - 0s 17ms/step
2/2 [==============================] - 0s 17ms/step
>91, 1/693, d1=0.287, d2=0.251 g=2.970
2/2 [==============================] - 0s 16ms/step
>91, 2/693, d1=0.215, d2=0.190 g=3.188
2/2 [==============================] - 0s 17ms/step
>91, 3/693, d1=0.243, d2=0.151 g=3.393
2/2 [==============================] - 0s 17ms/step
>91, 4/693, d1=0.208, d2=0.128 g=3.191
2/2 [==============================] - 0s 17ms/step
>91, 5/693, d1=0.390, d2=0.165 g=2.566
2/2 [==============================] - 0s 16ms/step
>91, 6/693, d1=0.320, d2=0.389 g=2.810
2/2 [==============================] - 0s 16ms/step
>91, 7/693, d1=0.232, d2=0.120 g=2.974
2/2 [==============================] - 0s 17ms/step
>91, 8/693, d1=0.266, d2=0.291 g=2.827
2/2 [==============================] - 0s 16ms/step
>91, 9/693, d1=0.255, d2=0.246 g=3.178
2/2 [==============================] - 0s 17ms/step
>91, 10/693, d1=0.286, d2=0.258 g=3.006
2/2 [==============================] - 0s 16ms/step
>91, 11/693, d1=0.211, d2=0.150 g=2.968
2/2 [==============================] - 0s 16ms/step
>91, 12/693, d1=0.596, d2=0.235 g=2.491
2/2 [==============================] - 0s 16ms/step
>91, 13/693, d1=0.203, d2=0.298 g=2.870
2/2 [==============================] - 0s 16ms/step
>91, 14/693, d1=0.381, d2=0.157 g=2.919
2/2 [==============================] - 0s 17ms/step
>91, 15/693, d1=0.205, d2=0.280 g=3.015
2/2 [==============================] - 0s 17ms/step
>91, 16/693, d1=0.270, d2=0.260 g=3.394
2/2 [==============================] - 0s 16ms/step
>91, 17/693, d1=0.331, d2=0.146 g=3.117
2/2 [==============================] - 0s 17ms/step
>91, 18/693, d1=0.342, d2=0.188 g=2.831
2/2 [==============================] - 0s 16ms/step
>91, 19/693, d1=0.261, d2=0.236 g=2.697
2/2 [==============================] - 0s 16ms/step
>91, 20/693, d1=0.282, d2=0.264 g=2.446
2/2 [==============================] - 0s 16ms/step
>91, 21/693, d1=0.375, d2=0.231 g=2.962
2/2 [==============================] - 0s 16ms/step
>91, 22/693, d1=0.225, d2=0.135 g=3.185
2/2 [==============================] - 0s 17ms/step
>91, 23/693, d1=0.299, d2=0.235 g=3.143
2/2 [==============================] - 0s 17ms/step
>91, 24/693, d1=0.369, d2=0.276 g=2.854
2/2 [==============================] - 0s 16ms/step
>91, 25/693, d1=0.277, d2=0.243 g=2.681
2/2 [==============================] - 0s 17ms/step
>91, 26/693, d1=0.213, d2=0.189 g=2.975
2/2 [==============================] - 0s 18ms/step
>91, 27/693, d1=0.219, d2=0.160 g=3.238
2/2 [==============================] - 0s 16ms/step
>91, 28/693, d1=0.384, d2=0.248 g=2.730
2/2 [==============================] - 0s 17ms/step
>91, 29/693, d1=0.316, d2=0.140 g=2.831
2/2 [==============================] - 0s 17ms/step
>91, 30/693, d1=0.312, d2=0.284 g=3.018
2/2 [==============================] - 0s 16ms/step
>91, 31/693, d1=0.141, d2=0.128 g=3.185
2/2 [==============================] - 0s 17ms/step
>91, 32/693, d1=0.372, d2=0.203 g=2.652
2/2 [==============================] - 0s 16ms/step
>91, 33/693, d1=0.266, d2=0.309 g=2.952
2/2 [==============================] - 0s 18ms/step
>91, 34/693, d1=0.194, d2=0.126 g=3.172
2/2 [==============================] - 0s 16ms/step
>91, 35/693, d1=0.370, d2=0.245 g=3.006
2/2 [==============================] - 0s 16ms/step
>91, 36/693, d1=0.329, d2=0.196 g=3.030
2/2 [==============================] - 0s 16ms/step
>91, 37/693, d1=0.298, d2=0.232 g=2.568
2/2 [==============================] - 0s 16ms/step
>91, 38/693, d1=0.270, d2=0.314 g=3.070
2/2 [==============================] - 0s 17ms/step
>91, 39/693, d1=0.340, d2=0.166 g=2.828
2/2 [==============================] - 0s 17ms/step
>91, 40/693, d1=0.290, d2=0.212 g=3.169
2/2 [==============================] - 0s 17ms/step
>91, 41/693, d1=0.291, d2=0.136 g=3.089
2/2 [==============================] - 0s 16ms/step
>91, 42/693, d1=0.118, d2=0.207 g=3.003
2/2 [==============================] - 0s 17ms/step
>91, 43/693, d1=0.292, d2=0.256 g=3.087
2/2 [==============================] - 0s 16ms/step
>91, 44/693, d1=0.198, d2=0.124 g=3.285
2/2 [==============================] - 0s 16ms/step
>91, 45/693, d1=0.295, d2=0.142 g=2.711
2/2 [==============================] - 0s 17ms/step
>91, 46/693, d1=0.176, d2=0.237 g=2.853
2/2 [==============================] - 0s 17ms/step
>91, 47/693, d1=0.407, d2=0.303 g=2.795
2/2 [==============================] - 0s 16ms/step
>91, 48/693, d1=0.252, d2=0.213 g=2.925
2/2 [==============================] - 0s 17ms/step
>91, 49/693, d1=0.337, d2=0.149 g=3.027
2/2 [==============================] - 0s 17ms/step
>91, 50/693, d1=0.149, d2=0.199 g=3.094
2/2 [==============================] - 0s 16ms/step
>91, 51/693, d1=0.262, d2=0.170 g=3.059
2/2 [==============================] - 0s 16ms/step
>91, 52/693, d1=0.401, d2=0.305 g=2.768
2/2 [==============================] - 0s 16ms/step
>91, 53/693, d1=0.193, d2=0.216 g=2.996
2/2 [==============================] - 0s 16ms/step
>91, 54/693, d1=0.339, d2=0.265 g=3.357
2/2 [==============================] - 0s 16ms/step
>91, 55/693, d1=0.394, d2=0.172 g=2.918
2/2 [==============================] - 0s 16ms/step
>91, 56/693, d1=0.186, d2=0.187 g=2.777
2/2 [==============================] - 0s 17ms/step
>91, 57/693, d1=0.148, d2=0.111 g=2.925
2/2 [==============================] - 0s 16ms/step
>91, 58/693, d1=0.236, d2=0.220 g=3.066
2/2 [==============================] - 0s 17ms/step
>91, 59/693, d1=0.234, d2=0.242 g=3.313
2/2 [==============================] - 0s 16ms/step
>91, 60/693, d1=0.205, d2=0.131 g=3.520
2/2 [==============================] - 0s 17ms/step
>91, 61/693, d1=0.374, d2=0.215 g=2.999
2/2 [==============================] - 0s 16ms/step
>91, 62/693, d1=0.438, d2=0.179 g=2.566
2/2 [==============================] - 0s 16ms/step
>91, 63/693, d1=0.163, d2=0.332 g=2.976
2/2 [==============================] - 0s 16ms/step
>91, 64/693, d1=0.226, d2=0.129 g=3.158
2/2 [==============================] - 0s 17ms/step
>91, 65/693, d1=0.232, d2=0.164 g=3.320
2/2 [==============================] - 0s 16ms/step
>91, 66/693, d1=0.205, d2=0.172 g=3.314
2/2 [==============================] - 0s 17ms/step
>91, 67/693, d1=0.206, d2=0.119 g=3.017
2/2 [==============================] - 0s 16ms/step
>91, 68/693, d1=0.255, d2=0.148 g=3.122
2/2 [==============================] - 0s 17ms/step
>91, 69/693, d1=0.315, d2=0.215 g=2.887
2/2 [==============================] - 0s 16ms/step
>91, 70/693, d1=0.295, d2=0.219 g=2.990
2/2 [==============================] - 0s 16ms/step
>91, 71/693, d1=0.336, d2=0.230 g=2.984
2/2 [==============================] - 0s 16ms/step
>91, 72/693, d1=0.285, d2=0.179 g=2.696
2/2 [==============================] - 0s 17ms/step
>91, 73/693, d1=0.275, d2=0.446 g=3.146
2/2 [==============================] - 0s 16ms/step
>91, 74/693, d1=0.311, d2=0.145 g=3.117
2/2 [==============================] - 0s 19ms/step
>91, 75/693, d1=0.216, d2=0.284 g=3.145
2/2 [==============================] - 0s 16ms/step
>91, 76/693, d1=0.490, d2=0.113 g=2.899
2/2 [==============================] - 0s 16ms/step
>91, 77/693, d1=0.182, d2=0.277 g=3.180
2/2 [==============================] - 0s 16ms/step
>91, 78/693, d1=0.203, d2=0.207 g=3.211
2/2 [==============================] - 0s 17ms/step
>91, 79/693, d1=0.506, d2=0.210 g=2.966
2/2 [==============================] - 0s 17ms/step
>91, 80/693, d1=0.250, d2=0.199 g=3.134
2/2 [==============================] - 0s 16ms/step
>91, 81/693, d1=0.344, d2=0.314 g=3.155
2/2 [==============================] - 0s 17ms/step
>91, 82/693, d1=0.307, d2=0.140 g=3.123
2/2 [==============================] - 0s 17ms/step
>91, 83/693, d1=0.467, d2=0.193 g=2.666
2/2 [==============================] - 0s 18ms/step
>91, 84/693, d1=0.258, d2=0.297 g=2.785
2/2 [==============================] - 0s 16ms/step
>91, 85/693, d1=0.220, d2=0.243 g=2.966
2/2 [==============================] - 0s 17ms/step
>91, 86/693, d1=0.322, d2=0.135 g=2.884
2/2 [==============================] - 0s 16ms/step
>91, 87/693, d1=0.348, d2=0.417 g=2.658
2/2 [==============================] - 0s 16ms/step
>91, 88/693, d1=0.307, d2=0.316 g=2.773
2/2 [==============================] - 0s 17ms/step
>91, 89/693, d1=0.330, d2=0.288 g=3.384
2/2 [==============================] - 0s 16ms/step
>91, 90/693, d1=0.304, d2=0.155 g=3.402
2/2 [==============================] - 0s 16ms/step
>91, 91/693, d1=0.361, d2=0.256 g=3.066
2/2 [==============================] - 0s 16ms/step
>91, 92/693, d1=0.379, d2=0.225 g=3.051
2/2 [==============================] - 0s 17ms/step
>91, 93/693, d1=0.176, d2=0.221 g=2.743
2/2 [==============================] - 0s 16ms/step
>91, 94/693, d1=0.153, d2=0.178 g=2.945
2/2 [==============================] - 0s 19ms/step
>91, 95/693, d1=0.339, d2=0.138 g=3.123
2/2 [==============================] - 0s 16ms/step
>91, 96/693, d1=0.333, d2=0.241 g=2.631
2/2 [==============================] - 0s 16ms/step
>91, 97/693, d1=0.215, d2=0.171 g=2.665
2/2 [==============================] - 0s 16ms/step
>91, 98/693, d1=0.227, d2=0.223 g=3.176
2/2 [==============================] - 0s 17ms/step
>91, 99/693, d1=0.274, d2=0.140 g=2.821
2/2 [==============================] - 0s 16ms/step
>91, 100/693, d1=0.257, d2=0.248 g=3.046
2/2 [==============================] - 0s 16ms/step
>91, 101/693, d1=0.184, d2=0.218 g=3.285
2/2 [==============================] - 0s 16ms/step
>91, 102/693, d1=0.381, d2=0.202 g=2.816
2/2 [==============================] - 0s 16ms/step
>91, 103/693, d1=0.280, d2=0.170 g=2.743
2/2 [==============================] - 0s 17ms/step
>91, 104/693, d1=0.277, d2=0.218 g=2.691
2/2 [==============================] - 0s 17ms/step
>91, 105/693, d1=0.415, d2=0.240 g=2.721
2/2 [==============================] - 0s 17ms/step
>91, 106/693, d1=0.328, d2=0.248 g=2.624
2/2 [==============================] - 0s 17ms/step
>91, 107/693, d1=0.311, d2=0.249 g=2.798
2/2 [==============================] - 0s 15ms/step
>91, 108/693, d1=0.302, d2=0.173 g=2.782
2/2 [==============================] - 0s 16ms/step
>91, 109/693, d1=0.256, d2=0.274 g=3.181
2/2 [==============================] - 0s 16ms/step
>91, 110/693, d1=0.531, d2=0.209 g=2.703
2/2 [==============================] - 0s 17ms/step
>91, 111/693, d1=0.206, d2=0.250 g=2.651
2/2 [==============================] - 0s 17ms/step
>91, 112/693, d1=0.221, d2=0.146 g=2.931
2/2 [==============================] - 0s 17ms/step
>91, 113/693, d1=0.342, d2=0.215 g=2.707
2/2 [==============================] - 0s 16ms/step
>91, 114/693, d1=0.147, d2=0.162 g=3.066
2/2 [==============================] - 0s 17ms/step
>91, 115/693, d1=0.268, d2=0.140 g=3.208
2/2 [==============================] - 0s 16ms/step
>91, 116/693, d1=0.169, d2=0.163 g=3.168
2/2 [==============================] - 0s 16ms/step
>91, 117/693, d1=0.240, d2=0.196 g=3.143
2/2 [==============================] - 0s 17ms/step
>91, 118/693, d1=0.373, d2=0.267 g=3.017
2/2 [==============================] - 0s 18ms/step
>91, 119/693, d1=0.399, d2=0.296 g=2.851
2/2 [==============================] - 0s 16ms/step
>91, 120/693, d1=0.269, d2=0.193 g=2.606
2/2 [==============================] - 0s 16ms/step
>91, 121/693, d1=0.144, d2=0.211 g=3.139
2/2 [==============================] - 0s 17ms/step
>91, 122/693, d1=0.203, d2=0.192 g=3.562
2/2 [==============================] - 0s 16ms/step
>91, 123/693, d1=0.372, d2=0.253 g=3.560
2/2 [==============================] - 0s 17ms/step
>91, 124/693, d1=0.341, d2=0.222 g=3.072
2/2 [==============================] - 0s 17ms/step
>91, 125/693, d1=0.203, d2=0.214 g=3.051
2/2 [==============================] - 0s 16ms/step
>91, 126/693, d1=0.318, d2=0.192 g=2.876
2/2 [==============================] - 0s 17ms/step
>91, 127/693, d1=0.275, d2=0.235 g=2.891
2/2 [==============================] - 0s 17ms/step
>91, 128/693, d1=0.154, d2=0.147 g=3.076
2/2 [==============================] - 0s 16ms/step
>91, 129/693, d1=0.393, d2=0.229 g=2.845
2/2 [==============================] - 0s 16ms/step
>91, 130/693, d1=0.169, d2=0.219 g=2.991
2/2 [==============================] - 0s 17ms/step
>91, 131/693, d1=0.210, d2=0.169 g=2.921
2/2 [==============================] - 0s 16ms/step
>91, 132/693, d1=0.304, d2=0.221 g=2.840
2/2 [==============================] - 0s 17ms/step
>91, 133/693, d1=0.360, d2=0.316 g=2.979
2/2 [==============================] - 0s 17ms/step
>91, 134/693, d1=0.166, d2=0.194 g=3.357
2/2 [==============================] - 0s 17ms/step
>91, 135/693, d1=0.188, d2=0.148 g=3.412
2/2 [==============================] - 0s 17ms/step
>91, 136/693, d1=0.406, d2=0.173 g=2.827
2/2 [==============================] - 0s 16ms/step
>91, 137/693, d1=0.233, d2=0.155 g=2.630
2/2 [==============================] - 0s 17ms/step
>91, 138/693, d1=0.240, d2=0.218 g=2.587
2/2 [==============================] - 0s 17ms/step
>91, 139/693, d1=0.176, d2=0.268 g=3.112
2/2 [==============================] - 0s 19ms/step
>91, 140/693, d1=0.232, d2=0.105 g=3.012
2/2 [==============================] - 0s 16ms/step
>91, 141/693, d1=0.228, d2=0.179 g=3.032
2/2 [==============================] - 0s 16ms/step
>91, 142/693, d1=0.238, d2=0.111 g=3.091
2/2 [==============================] - 0s 16ms/step
>91, 143/693, d1=0.147, d2=0.168 g=3.141
2/2 [==============================] - 0s 19ms/step
>91, 144/693, d1=0.304, d2=0.256 g=2.930
2/2 [==============================] - 0s 17ms/step
>91, 145/693, d1=0.250, d2=0.151 g=3.056
2/2 [==============================] - 0s 16ms/step
>91, 146/693, d1=0.269, d2=0.096 g=2.941
2/2 [==============================] - 0s 16ms/step
>91, 147/693, d1=0.148, d2=0.283 g=3.363
2/2 [==============================] - 0s 17ms/step
>91, 148/693, d1=0.231, d2=0.191 g=3.174
2/2 [==============================] - 0s 16ms/step
>91, 149/693, d1=0.319, d2=0.147 g=3.270
2/2 [==============================] - 0s 16ms/step
>91, 150/693, d1=0.306, d2=0.262 g=2.914
2/2 [==============================] - 0s 16ms/step
>91, 151/693, d1=0.191, d2=0.194 g=3.289
2/2 [==============================] - 0s 17ms/step
>91, 152/693, d1=0.296, d2=0.312 g=3.386
2/2 [==============================] - 0s 18ms/step
>91, 153/693, d1=0.368, d2=0.167 g=3.269
2/2 [==============================] - 0s 16ms/step
>91, 154/693, d1=0.301, d2=0.200 g=3.146
2/2 [==============================] - 0s 16ms/step
>91, 155/693, d1=0.469, d2=0.310 g=3.067
2/2 [==============================] - 0s 17ms/step
>91, 156/693, d1=0.218, d2=0.158 g=3.030
2/2 [==============================] - 0s 16ms/step
>91, 157/693, d1=0.287, d2=0.161 g=2.649
2/2 [==============================] - 0s 17ms/step
>91, 158/693, d1=0.218, d2=0.243 g=2.915
2/2 [==============================] - 0s 15ms/step
>91, 159/693, d1=0.225, d2=0.352 g=3.232
2/2 [==============================] - 0s 16ms/step
>91, 160/693, d1=0.418, d2=0.131 g=2.924
2/2 [==============================] - 0s 17ms/step
>91, 161/693, d1=0.326, d2=0.202 g=2.551
2/2 [==============================] - 0s 17ms/step
>91, 162/693, d1=0.169, d2=0.211 g=2.808
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 16ms/step
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>100, 667/693, d1=0.428, d2=0.184 g=3.570
2/2 [==============================] - 0s 17ms/step
>100, 668/693, d1=0.161, d2=0.182 g=3.524
2/2 [==============================] - 0s 17ms/step
>100, 669/693, d1=0.347, d2=0.134 g=3.278
2/2 [==============================] - 0s 17ms/step
>100, 670/693, d1=0.127, d2=0.198 g=3.657
2/2 [==============================] - 0s 16ms/step
>100, 671/693, d1=0.327, d2=0.210 g=3.149
2/2 [==============================] - 0s 17ms/step
>100, 672/693, d1=0.138, d2=0.152 g=3.028
2/2 [==============================] - 0s 16ms/step
>100, 673/693, d1=0.311, d2=0.173 g=3.321
2/2 [==============================] - 0s 17ms/step
>100, 674/693, d1=0.110, d2=0.258 g=3.517
2/2 [==============================] - 0s 16ms/step
>100, 675/693, d1=0.387, d2=0.092 g=3.103
2/2 [==============================] - 0s 16ms/step
>100, 676/693, d1=0.217, d2=0.327 g=3.195
2/2 [==============================] - 0s 17ms/step
>100, 677/693, d1=0.443, d2=0.123 g=3.262
2/2 [==============================] - 0s 17ms/step
>100, 678/693, d1=0.114, d2=0.196 g=3.319
2/2 [==============================] - 0s 17ms/step
>100, 679/693, d1=0.316, d2=0.241 g=3.175
2/2 [==============================] - 0s 17ms/step
>100, 680/693, d1=0.414, d2=0.207 g=3.142
2/2 [==============================] - 0s 17ms/step
>100, 681/693, d1=0.140, d2=0.297 g=3.323
2/2 [==============================] - 0s 17ms/step
>100, 682/693, d1=0.430, d2=0.085 g=3.501
2/2 [==============================] - 0s 16ms/step
>100, 683/693, d1=0.288, d2=0.236 g=2.925
2/2 [==============================] - 0s 17ms/step
>100, 684/693, d1=0.161, d2=0.177 g=3.121
2/2 [==============================] - 0s 17ms/step
>100, 685/693, d1=0.187, d2=0.211 g=3.176
2/2 [==============================] - 0s 16ms/step
>100, 686/693, d1=0.401, d2=0.214 g=2.910
2/2 [==============================] - 0s 16ms/step
>100, 687/693, d1=0.200, d2=0.154 g=3.003
2/2 [==============================] - 0s 18ms/step
>100, 688/693, d1=0.357, d2=0.188 g=2.961
2/2 [==============================] - 0s 17ms/step
>100, 689/693, d1=0.185, d2=0.131 g=3.185
2/2 [==============================] - 0s 16ms/step
>100, 690/693, d1=0.134, d2=0.155 g=2.997
2/2 [==============================] - 0s 16ms/step
>100, 691/693, d1=0.231, d2=0.242 g=3.279
2/2 [==============================] - 0s 17ms/step
>100, 692/693, d1=0.257, d2=0.190 g=3.456
2/2 [==============================] - 0s 16ms/step
>100, 693/693, d1=0.191, d2=0.103 g=2.901
5/5 [==============================] - 0s 18ms/step
>Accuracy real: 92%, fake: 98%
>SSIM score: 0.1176
WARNING:tensorflow:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.
5/5 [==============================] - 0s 18ms/step
2/2 [==============================] - 0s 16ms/step
>101, 1/693, d1=0.202, d2=0.174 g=3.275
2/2 [==============================] - 0s 17ms/step
>101, 2/693, d1=0.244, d2=0.171 g=3.131
2/2 [==============================] - 0s 16ms/step
>101, 3/693, d1=0.451, d2=0.188 g=2.612
2/2 [==============================] - 0s 16ms/step
>101, 4/693, d1=0.222, d2=0.307 g=3.221
2/2 [==============================] - 0s 16ms/step
>101, 5/693, d1=0.153, d2=0.230 g=3.449
2/2 [==============================] - 0s 16ms/step
>101, 6/693, d1=0.337, d2=0.141 g=3.498
2/2 [==============================] - 0s 16ms/step
>101, 7/693, d1=0.230, d2=0.180 g=3.213
2/2 [==============================] - 0s 17ms/step
>101, 8/693, d1=0.253, d2=0.114 g=3.315
2/2 [==============================] - 0s 17ms/step
>101, 9/693, d1=0.260, d2=0.205 g=3.353
2/2 [==============================] - 0s 17ms/step
>101, 10/693, d1=0.290, d2=0.347 g=3.154
2/2 [==============================] - 0s 16ms/step
>101, 11/693, d1=0.332, d2=0.120 g=3.233
2/2 [==============================] - 0s 17ms/step
>101, 12/693, d1=0.253, d2=0.198 g=3.395
2/2 [==============================] - 0s 17ms/step
>101, 13/693, d1=0.314, d2=0.159 g=2.987
2/2 [==============================] - 0s 17ms/step
>101, 14/693, d1=0.213, d2=0.387 g=3.619
2/2 [==============================] - 0s 17ms/step
>101, 15/693, d1=0.246, d2=0.090 g=3.595
2/2 [==============================] - 0s 17ms/step
>101, 16/693, d1=0.257, d2=0.227 g=3.891
2/2 [==============================] - 0s 16ms/step
>101, 17/693, d1=0.371, d2=0.068 g=3.384
2/2 [==============================] - 0s 16ms/step
>101, 18/693, d1=0.263, d2=0.128 g=3.195
2/2 [==============================] - 0s 16ms/step
>101, 19/693, d1=0.231, d2=0.222 g=3.022
2/2 [==============================] - 0s 17ms/step
>101, 20/693, d1=0.244, d2=0.198 g=3.237
2/2 [==============================] - 0s 17ms/step
>101, 21/693, d1=0.355, d2=0.206 g=3.038
2/2 [==============================] - 0s 16ms/step
>101, 22/693, d1=0.376, d2=0.163 g=2.843
2/2 [==============================] - 0s 18ms/step
>101, 23/693, d1=0.177, d2=0.191 g=3.106
2/2 [==============================] - 0s 16ms/step
>101, 24/693, d1=0.297, d2=0.202 g=3.082
2/2 [==============================] - 0s 17ms/step
>101, 25/693, d1=0.325, d2=0.215 g=3.043
2/2 [==============================] - 0s 17ms/step
>101, 26/693, d1=0.329, d2=0.124 g=2.831
2/2 [==============================] - 0s 16ms/step
>101, 27/693, d1=0.216, d2=0.272 g=2.897
2/2 [==============================] - 0s 17ms/step
>101, 28/693, d1=0.195, d2=0.182 g=3.356
2/2 [==============================] - 0s 17ms/step
>101, 29/693, d1=0.166, d2=0.220 g=3.638
2/2 [==============================] - 0s 16ms/step
>101, 30/693, d1=0.249, d2=0.074 g=3.529
2/2 [==============================] - 0s 17ms/step
>101, 31/693, d1=0.269, d2=0.108 g=3.003
2/2 [==============================] - 0s 16ms/step
>101, 32/693, d1=0.246, d2=0.282 g=2.833
2/2 [==============================] - 0s 16ms/step
>101, 33/693, d1=0.158, d2=0.222 g=3.408
2/2 [==============================] - 0s 17ms/step
>101, 34/693, d1=0.299, d2=0.067 g=3.465
2/2 [==============================] - 0s 17ms/step
>101, 35/693, d1=0.293, d2=0.265 g=3.411
2/2 [==============================] - 0s 16ms/step
>101, 36/693, d1=0.282, d2=0.179 g=2.914
2/2 [==============================] - 0s 16ms/step
>101, 37/693, d1=0.403, d2=0.136 g=2.847
2/2 [==============================] - 0s 17ms/step
>101, 38/693, d1=0.186, d2=0.264 g=2.840
2/2 [==============================] - 0s 17ms/step
>101, 39/693, d1=0.268, d2=0.225 g=3.081
2/2 [==============================] - 0s 16ms/step
>101, 40/693, d1=0.445, d2=0.199 g=2.779
2/2 [==============================] - 0s 17ms/step
>101, 41/693, d1=0.196, d2=0.333 g=2.859
2/2 [==============================] - 0s 17ms/step
>101, 42/693, d1=0.290, d2=0.257 g=3.192
2/2 [==============================] - 0s 17ms/step
>101, 43/693, d1=0.329, d2=0.201 g=3.136
2/2 [==============================] - 0s 16ms/step
>101, 44/693, d1=0.199, d2=0.224 g=3.357
2/2 [==============================] - 0s 17ms/step
>101, 45/693, d1=0.316, d2=0.128 g=3.149
2/2 [==============================] - 0s 17ms/step
>101, 46/693, d1=0.201, d2=0.180 g=3.595
2/2 [==============================] - 0s 17ms/step
>101, 47/693, d1=0.267, d2=0.133 g=3.248
2/2 [==============================] - 0s 18ms/step
>101, 48/693, d1=0.381, d2=0.221 g=3.064
2/2 [==============================] - 0s 16ms/step
>101, 49/693, d1=0.223, d2=0.124 g=2.782
2/2 [==============================] - 0s 17ms/step
>101, 50/693, d1=0.214, d2=0.207 g=3.432
2/2 [==============================] - 0s 16ms/step
>101, 51/693, d1=0.212, d2=0.161 g=3.208
2/2 [==============================] - 0s 17ms/step
>101, 52/693, d1=0.199, d2=0.158 g=3.282
2/2 [==============================] - 0s 16ms/step
>101, 53/693, d1=0.157, d2=0.134 g=3.458
2/2 [==============================] - 0s 17ms/step
>101, 54/693, d1=0.253, d2=0.090 g=3.417
2/2 [==============================] - 0s 17ms/step
>101, 55/693, d1=0.137, d2=0.238 g=3.259
2/2 [==============================] - 0s 17ms/step
>101, 56/693, d1=0.276, d2=0.186 g=3.237
2/2 [==============================] - 0s 17ms/step
>101, 57/693, d1=0.345, d2=0.267 g=3.214
2/2 [==============================] - 0s 16ms/step
>101, 58/693, d1=0.428, d2=0.223 g=2.913
2/2 [==============================] - 0s 17ms/step
>101, 59/693, d1=0.184, d2=0.174 g=3.310
2/2 [==============================] - 0s 16ms/step
>101, 60/693, d1=0.369, d2=0.149 g=3.180
2/2 [==============================] - 0s 17ms/step
>101, 61/693, d1=0.286, d2=0.234 g=3.153
2/2 [==============================] - 0s 17ms/step
>101, 62/693, d1=0.186, d2=0.242 g=3.083
2/2 [==============================] - 0s 17ms/step
>101, 63/693, d1=0.312, d2=0.240 g=3.218
2/2 [==============================] - 0s 16ms/step
>101, 64/693, d1=0.174, d2=0.156 g=3.305
2/2 [==============================] - 0s 16ms/step
>101, 65/693, d1=0.384, d2=0.224 g=3.410
2/2 [==============================] - 0s 16ms/step
>101, 66/693, d1=0.256, d2=0.181 g=3.200
2/2 [==============================] - 0s 16ms/step
>101, 67/693, d1=0.256, d2=0.194 g=3.209
2/2 [==============================] - 0s 17ms/step
>101, 68/693, d1=0.292, d2=0.198 g=3.129
2/2 [==============================] - 0s 17ms/step
>101, 69/693, d1=0.281, d2=0.118 g=3.085
2/2 [==============================] - 0s 16ms/step
>101, 70/693, d1=0.232, d2=0.178 g=3.053
2/2 [==============================] - 0s 17ms/step
>101, 71/693, d1=0.327, d2=0.132 g=2.726
2/2 [==============================] - 0s 16ms/step
>101, 72/693, d1=0.251, d2=0.314 g=2.813
2/2 [==============================] - 0s 16ms/step
>101, 73/693, d1=0.199, d2=0.193 g=3.114
2/2 [==============================] - 0s 17ms/step
>101, 74/693, d1=0.147, d2=0.182 g=3.434
2/2 [==============================] - 0s 16ms/step
>101, 75/693, d1=0.187, d2=0.187 g=3.650
2/2 [==============================] - 0s 18ms/step
>101, 76/693, d1=0.235, d2=0.138 g=3.820
2/2 [==============================] - 0s 17ms/step
>101, 77/693, d1=0.248, d2=0.092 g=3.718
2/2 [==============================] - 0s 17ms/step
>101, 78/693, d1=0.306, d2=0.133 g=3.105
2/2 [==============================] - 0s 17ms/step
>101, 79/693, d1=0.120, d2=0.180 g=3.050
2/2 [==============================] - 0s 17ms/step
>101, 80/693, d1=0.228, d2=0.120 g=3.254
2/2 [==============================] - 0s 16ms/step
>101, 81/693, d1=0.209, d2=0.228 g=3.248
2/2 [==============================] - 0s 16ms/step
>101, 82/693, d1=0.194, d2=0.135 g=3.439
2/2 [==============================] - 0s 17ms/step
>101, 83/693, d1=0.277, d2=0.224 g=2.880
2/2 [==============================] - 0s 17ms/step
>101, 84/693, d1=0.222, d2=0.198 g=3.675
2/2 [==============================] - 0s 16ms/step
>101, 85/693, d1=0.212, d2=0.271 g=3.384
2/2 [==============================] - 0s 17ms/step
>101, 86/693, d1=0.355, d2=0.140 g=3.193
2/2 [==============================] - 0s 16ms/step
>101, 87/693, d1=0.241, d2=0.130 g=3.140
2/2 [==============================] - 0s 17ms/step
>101, 88/693, d1=0.239, d2=0.241 g=3.156
2/2 [==============================] - 0s 17ms/step
>101, 89/693, d1=0.187, d2=0.137 g=3.381
2/2 [==============================] - 0s 18ms/step
>101, 90/693, d1=0.204, d2=0.151 g=3.386
2/2 [==============================] - 0s 16ms/step
>101, 91/693, d1=0.301, d2=0.222 g=3.386
2/2 [==============================] - 0s 17ms/step
>101, 92/693, d1=0.239, d2=0.107 g=3.407
2/2 [==============================] - 0s 16ms/step
>101, 93/693, d1=0.276, d2=0.137 g=3.240
2/2 [==============================] - 0s 16ms/step
>101, 94/693, d1=0.237, d2=0.345 g=3.686
2/2 [==============================] - 0s 16ms/step
>101, 95/693, d1=0.180, d2=0.126 g=3.933
2/2 [==============================] - 0s 17ms/step
>101, 96/693, d1=0.241, d2=0.097 g=3.722
2/2 [==============================] - 0s 17ms/step
>101, 97/693, d1=0.216, d2=0.167 g=3.500
2/2 [==============================] - 0s 17ms/step
>101, 98/693, d1=0.148, d2=0.150 g=3.693
2/2 [==============================] - 0s 16ms/step
>101, 99/693, d1=0.122, d2=0.093 g=3.736
2/2 [==============================] - 0s 17ms/step
>101, 100/693, d1=0.220, d2=0.117 g=3.651
2/2 [==============================] - 0s 17ms/step
>101, 101/693, d1=0.288, d2=0.181 g=3.283
2/2 [==============================] - 0s 17ms/step
>101, 102/693, d1=0.286, d2=0.173 g=3.274
2/2 [==============================] - 0s 17ms/step
>101, 103/693, d1=0.259, d2=0.164 g=3.241
2/2 [==============================] - 0s 17ms/step
>101, 104/693, d1=0.128, d2=0.172 g=3.346
2/2 [==============================] - 0s 17ms/step
>101, 105/693, d1=0.246, d2=0.217 g=3.557
2/2 [==============================] - 0s 17ms/step
>101, 106/693, d1=0.369, d2=0.154 g=3.196
2/2 [==============================] - 0s 16ms/step
>101, 107/693, d1=0.307, d2=0.246 g=3.373
2/2 [==============================] - 0s 17ms/step
>101, 108/693, d1=0.212, d2=0.192 g=3.296
2/2 [==============================] - 0s 17ms/step
>101, 109/693, d1=0.285, d2=0.152 g=3.348
2/2 [==============================] - 0s 17ms/step
>101, 110/693, d1=0.388, d2=0.185 g=2.924
2/2 [==============================] - 0s 17ms/step
>101, 111/693, d1=0.145, d2=0.201 g=3.193
2/2 [==============================] - 0s 16ms/step
>101, 112/693, d1=0.188, d2=0.158 g=3.404
2/2 [==============================] - 0s 18ms/step
>101, 113/693, d1=0.219, d2=0.152 g=3.284
2/2 [==============================] - 0s 17ms/step
>101, 114/693, d1=0.377, d2=0.182 g=2.882
2/2 [==============================] - 0s 17ms/step
>101, 115/693, d1=0.202, d2=0.205 g=2.800
2/2 [==============================] - 0s 17ms/step
>101, 116/693, d1=0.143, d2=0.256 g=3.338
2/2 [==============================] - 0s 17ms/step
>101, 117/693, d1=0.208, d2=0.159 g=3.771
2/2 [==============================] - 0s 17ms/step
>101, 118/693, d1=0.226, d2=0.147 g=3.593
2/2 [==============================] - 0s 17ms/step
>101, 119/693, d1=0.226, d2=0.138 g=3.424
2/2 [==============================] - 0s 16ms/step
>101, 120/693, d1=0.229, d2=0.175 g=3.398
2/2 [==============================] - 0s 16ms/step
>101, 121/693, d1=0.285, d2=0.109 g=3.280
2/2 [==============================] - 0s 17ms/step
>101, 122/693, d1=0.167, d2=0.113 g=3.172
2/2 [==============================] - 0s 17ms/step
>101, 123/693, d1=0.260, d2=0.152 g=3.221
2/2 [==============================] - 0s 16ms/step
>101, 124/693, d1=0.338, d2=0.165 g=2.911
2/2 [==============================] - 0s 17ms/step
>101, 125/693, d1=0.117, d2=0.147 g=3.266
2/2 [==============================] - 0s 17ms/step
>101, 126/693, d1=0.177, d2=0.158 g=3.250
2/2 [==============================] - 0s 16ms/step
>101, 127/693, d1=0.149, d2=0.142 g=3.404
2/2 [==============================] - 0s 16ms/step
>101, 128/693, d1=0.293, d2=0.209 g=3.104
2/2 [==============================] - 0s 16ms/step
>101, 129/693, d1=0.134, d2=0.143 g=3.310
2/2 [==============================] - 0s 18ms/step
>101, 130/693, d1=0.381, d2=0.195 g=3.267
2/2 [==============================] - 0s 17ms/step
>101, 131/693, d1=0.116, d2=0.084 g=3.423
2/2 [==============================] - 0s 16ms/step
>101, 132/693, d1=0.300, d2=0.280 g=3.440
2/2 [==============================] - 0s 16ms/step
>101, 133/693, d1=0.132, d2=0.133 g=3.813
2/2 [==============================] - 0s 17ms/step
>101, 134/693, d1=0.431, d2=0.127 g=3.356
2/2 [==============================] - 0s 17ms/step
>101, 135/693, d1=0.217, d2=0.195 g=3.359
2/2 [==============================] - 0s 17ms/step
>101, 136/693, d1=0.216, d2=0.196 g=3.263
2/2 [==============================] - 0s 17ms/step
>101, 137/693, d1=0.133, d2=0.138 g=3.506
2/2 [==============================] - 0s 16ms/step
>101, 138/693, d1=0.260, d2=0.288 g=3.526
2/2 [==============================] - 0s 17ms/step
>101, 139/693, d1=0.358, d2=0.169 g=3.248
2/2 [==============================] - 0s 17ms/step
>101, 140/693, d1=0.270, d2=0.139 g=3.155
2/2 [==============================] - 0s 16ms/step
>101, 141/693, d1=0.142, d2=0.178 g=3.309
2/2 [==============================] - 0s 17ms/step
>101, 142/693, d1=0.346, d2=0.122 g=3.117
2/2 [==============================] - 0s 16ms/step
>101, 143/693, d1=0.263, d2=0.251 g=3.106
2/2 [==============================] - 0s 17ms/step
>101, 144/693, d1=0.229, d2=0.271 g=3.457
2/2 [==============================] - 0s 16ms/step
>101, 145/693, d1=0.131, d2=0.104 g=3.622
2/2 [==============================] - 0s 16ms/step
>101, 146/693, d1=0.313, d2=0.134 g=3.392
2/2 [==============================] - 0s 16ms/step
>101, 147/693, d1=0.382, d2=0.301 g=3.563
2/2 [==============================] - 0s 17ms/step
>101, 148/693, d1=0.354, d2=0.229 g=3.272
2/2 [==============================] - 0s 17ms/step
>101, 149/693, d1=0.240, d2=0.134 g=3.219
2/2 [==============================] - 0s 16ms/step
>101, 150/693, d1=0.076, d2=0.116 g=3.811
2/2 [==============================] - 0s 17ms/step
>101, 151/693, d1=0.190, d2=0.115 g=3.707
2/2 [==============================] - 0s 17ms/step
>101, 152/693, d1=0.160, d2=0.131 g=3.292
2/2 [==============================] - 0s 16ms/step
>101, 153/693, d1=0.203, d2=0.190 g=3.253
2/2 [==============================] - 0s 17ms/step
>101, 154/693, d1=0.192, d2=0.267 g=3.399
2/2 [==============================] - 0s 16ms/step
>101, 155/693, d1=0.307, d2=0.170 g=3.339
2/2 [==============================] - 0s 17ms/step
>101, 156/693, d1=0.242, d2=0.129 g=3.266
2/2 [==============================] - 0s 17ms/step
>101, 157/693, d1=0.227, d2=0.188 g=3.274
2/2 [==============================] - 0s 16ms/step
>101, 158/693, d1=0.436, d2=0.208 g=2.959
2/2 [==============================] - 0s 16ms/step
>101, 159/693, d1=0.317, d2=0.350 g=3.017
2/2 [==============================] - 0s 17ms/step
>101, 160/693, d1=0.256, d2=0.214 g=3.173
2/2 [==============================] - 0s 17ms/step
>101, 161/693, d1=0.385, d2=0.235 g=3.167
2/2 [==============================] - 0s 15ms/step
>101, 162/693, d1=0.238, d2=0.185 g=3.345
2/2 [==============================] - 0s 16ms/step
>101, 163/693, d1=0.174, d2=0.228 g=3.425
2/2 [==============================] - 0s 16ms/step
>101, 164/693, d1=0.202, d2=0.237 g=3.759
2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 16ms/step
>101, 553/693, d1=0.194, d2=0.118 g=3.168
2/2 [==============================] - 0s 16ms/step
>101, 554/693, d1=0.145, d2=0.113 g=3.388
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>101, 555/693, d1=0.321, d2=0.233 g=3.043
2/2 [==============================] - 0s 17ms/step
>101, 556/693, d1=0.251, d2=0.132 g=2.999
2/2 [==============================] - 0s 17ms/step
>101, 557/693, d1=0.272, d2=0.235 g=3.238
2/2 [==============================] - 0s 17ms/step
>101, 558/693, d1=0.343, d2=0.272 g=3.095
2/2 [==============================] - 0s 16ms/step
>101, 559/693, d1=0.207, d2=0.171 g=3.440
2/2 [==============================] - 0s 17ms/step
>101, 560/693, d1=0.300, d2=0.204 g=3.357
2/2 [==============================] - 0s 16ms/step
>101, 561/693, d1=0.360, d2=0.176 g=3.257
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>101, 562/693, d1=0.239, d2=0.157 g=3.463
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>101, 563/693, d1=0.280, d2=0.158 g=2.745
2/2 [==============================] - 0s 17ms/step
>101, 564/693, d1=0.189, d2=0.281 g=3.140
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>101, 565/693, d1=0.265, d2=0.134 g=3.220
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>101, 566/693, d1=0.137, d2=0.182 g=3.217
2/2 [==============================] - 0s 17ms/step
>101, 567/693, d1=0.301, d2=0.225 g=3.434
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>101, 568/693, d1=0.151, d2=0.142 g=3.272
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>101, 569/693, d1=0.359, d2=0.169 g=3.391
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>101, 570/693, d1=0.218, d2=0.152 g=3.160
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>101, 571/693, d1=0.161, d2=0.173 g=3.526
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>101, 572/693, d1=0.152, d2=0.106 g=3.386
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>101, 573/693, d1=0.200, d2=0.174 g=2.925
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>101, 574/693, d1=0.249, d2=0.273 g=3.201
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>101, 575/693, d1=0.180, d2=0.134 g=3.292
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>101, 578/693, d1=0.073, d2=0.101 g=3.303
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>101, 579/693, d1=0.103, d2=0.129 g=3.555
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>101, 580/693, d1=0.227, d2=0.179 g=3.521
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>101, 581/693, d1=0.317, d2=0.111 g=3.260
2/2 [==============================] - 0s 17ms/step
>101, 582/693, d1=0.278, d2=0.213 g=3.144
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>101, 583/693, d1=0.206, d2=0.224 g=3.543
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>101, 585/693, d1=0.582, d2=0.186 g=2.959
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>101, 586/693, d1=0.171, d2=0.184 g=3.064
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>101, 587/693, d1=0.201, d2=0.175 g=3.405
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>101, 588/693, d1=0.292, d2=0.195 g=3.291
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>101, 589/693, d1=0.197, d2=0.191 g=3.588
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>101, 590/693, d1=0.304, d2=0.130 g=3.115
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>101, 591/693, d1=0.229, d2=0.112 g=3.030
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>101, 593/693, d1=0.165, d2=0.177 g=3.481
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>101, 594/693, d1=0.367, d2=0.231 g=3.269
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>101, 595/693, d1=0.280, d2=0.200 g=3.081
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>101, 599/693, d1=0.099, d2=0.110 g=3.419
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>101, 601/693, d1=0.343, d2=0.139 g=3.368
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>101, 602/693, d1=0.191, d2=0.254 g=3.470
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>101, 603/693, d1=0.196, d2=0.182 g=3.458
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>101, 669/693, d1=0.240, d2=0.141 g=3.213
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>101, 670/693, d1=0.291, d2=0.215 g=2.724
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>101, 671/693, d1=0.202, d2=0.299 g=3.372
2/2 [==============================] - 0s 17ms/step
>101, 672/693, d1=0.467, d2=0.201 g=3.300
2/2 [==============================] - 0s 17ms/step
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>101, 678/693, d1=0.323, d2=0.398 g=3.089
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>101, 679/693, d1=0.120, d2=0.201 g=3.449
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>101, 680/693, d1=0.362, d2=0.135 g=3.708
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>101, 681/693, d1=0.301, d2=0.199 g=3.109
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>101, 682/693, d1=0.119, d2=0.150 g=3.280
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>101, 683/693, d1=0.425, d2=0.191 g=3.115
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>101, 684/693, d1=0.301, d2=0.222 g=3.029
2/2 [==============================] - 0s 16ms/step
>101, 685/693, d1=0.142, d2=0.158 g=3.477
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>101, 686/693, d1=0.227, d2=0.144 g=3.153
2/2 [==============================] - 0s 16ms/step
>101, 687/693, d1=0.210, d2=0.157 g=3.401
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>101, 688/693, d1=0.085, d2=0.082 g=3.394
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>101, 689/693, d1=0.247, d2=0.178 g=3.738
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>101, 690/693, d1=0.368, d2=0.139 g=3.336
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>101, 691/693, d1=0.140, d2=0.131 g=3.069
2/2 [==============================] - 0s 17ms/step
>101, 692/693, d1=0.181, d2=0.223 g=3.408
2/2 [==============================] - 0s 16ms/step
>101, 693/693, d1=0.173, d2=0.144 g=3.402

Base CGAN¶

In [38]:
from numpy import expand_dims, zeros, ones, vstack
from numpy.random import randn, randint
from keras.optimizers import Adam
from keras.models import Model
from keras.layers import Dense, Reshape, Flatten, Conv2D, Conv2DTranspose, LeakyReLU, Dropout, Embedding, Concatenate, Input
from matplotlib import pyplot
import numpy as np

# define the standalone discriminator model
def define_discriminator(in_shape=(28, 28, 1), n_classes=26):
    # label input
    in_label = Input(shape=(1,))
    # embedding for categorical input
    li = Embedding(n_classes, 50)(in_label)
    # scale up to image dimensions with linear layer
    n_nodes = in_shape[0] * in_shape[1]
    li = Dense(n_nodes)(li)
    # reshape to additional channel
    li = Reshape((in_shape[0], in_shape[1], 1))(li)
    # image input
    in_image = Input(shape=in_shape)
    # concatenate label as a channel
    merge = Concatenate()([in_image, li])
    # downsample
    fe = Conv2D(64, (3,3), strides=(2,2), padding='same')(merge)
    # downsample
    fe = Conv2D(64, (3,3), strides=(2,2), padding='same')(fe)
    # downsample
    fe = Conv2D(128, (3,3), strides=(4,4), padding='same')(fe)
    # flatten feature maps
    fe = Flatten()(fe)
    # dropout
    fe = Dropout(0.4)(fe)
    # output
    out_layer = Dense(1, activation='sigmoid')(fe)
    # define model
    model = Model([in_image, in_label], out_layer)
    # compile model
    opt = Adam(lr=0.0002, beta_1=0.5)
    model.compile(loss='binary_crossentropy', optimizer=opt, metrics=['accuracy'])
    return model

# define the standalone generator model
def define_generator(latent_dim, n_classes=26):
    # label input
    in_label = Input(shape=(1,))
    # embedding for categorical input
    li = Embedding(n_classes, 50)(in_label)
    # linear multiplication
    n_nodes = 7 * 7
    li = Dense(n_nodes)(li)
    # reshape to additional channel
    li = Reshape((7, 7, 1))(li)
    # image generator input
    in_lat = Input(shape=(latent_dim,))
    # foundation for 7x7 image
    n_nodes = 256 * 7 * 7
    gen = Dense(n_nodes)(in_lat)
    gen = LeakyReLU(alpha=0.2)(gen)
    gen = Reshape((7, 7, 256))(gen)
    # merge image gen and label input
    merge = Concatenate()([gen, li])
    # upsample to 14x14
    gen = Conv2DTranspose(64, (4,4), strides=(2,2), padding='same')(merge)
    # upsample to 28x28
    gen = Conv2DTranspose(128, (4,4), strides=(2,2), padding='same')(gen)
    # output layer
    out_layer = Conv2D(1, (7,7), activation='tanh', padding='same')(gen)
    # define model
    model = Model([in_lat, in_label], out_layer)
    return model

# define the combined generator and discriminator model, for updating the generator
def define_gan(g_model, d_model):
    # make weights in the discriminator not trainable
    d_model.trainable = False
    # get noise and label inputs from generator model
    gen_noise, gen_label = g_model.input
    # get image output from the generator model
    gen_output = g_model.output
    # connect image output and label input from generator as inputs to discriminator
    gan_output = d_model([gen_output, gen_label])
    # define gan model as taking noise and label and outputting a classification
    model = Model([gen_noise, gen_label], gan_output)
    # compile model
    opt = Adam(lr=0.0002, beta_1=0.5)
    model.compile(loss='binary_crossentropy', optimizer=opt)
    return model

def load_real_samples():
    # Assuming withoutBlankArr is a numpy array of shape (num_samples, 28, 28)
    X = (withoutBlankArr - 127.5) / 127.5
    X = np.expand_dims(X, axis=-1)  # Expand to (num_samples, 28, 28, 1)
    y = labelsArr  # Load your labels
    return X.astype('float32'), y.astype('int')

# select real samples
def generate_real_samples(dataset, labels, n_samples):
    # choose random instances
    ix = randint(0, dataset.shape[0], n_samples)
    # retrieve selected images and labels
    X, labels = dataset[ix], labels[ix]
    # generate 'real' class labels (1)
    y = ones((n_samples, 1))
    return [X, labels], y

# generate points in latent space as input for the generator
def generate_latent_points(latent_dim, n_samples, n_classes=26):
    # generate points in the latent space
    x_input = randn(latent_dim * n_samples)
    # reshape into a batch of inputs for the network
    z_input = x_input.reshape(n_samples, latent_dim)
    # generate labels
    labels = randint(0, n_classes, n_samples)
    return [z_input, labels]

# use the generator to generate n fake examples, with class labels
def generate_fake_samples(g_model, latent_dim, n_samples, n_classes=26):
    # generate points in latent space
    z_input, labels = generate_latent_points(latent_dim, n_samples, n_classes)
    # predict outputs
    images = g_model.predict([z_input, labels])
    # create 'fake' class labels (0)
    y = zeros((n_samples, 1))
    return [images, labels], y

# create and save a plot of generated images
def save_plot(examples, epoch, n=7):
    # scale from [-1,1] to [0,1]
    examples = (examples + 1) / 2.0
    # plot images
    for i in range(n * n):
        # define subplot
        pyplot.subplot(n, n, 1 + i)
        # turn off axis
        pyplot.axis('off')
        # plot raw pixel data
        pyplot.imshow(examples[i, :, :, 0], cmap='gray')
    # save plot to file
    filename = 'base_CGAN_plot_e%03d.png' % (epoch+1)
    pyplot.savefig(filename)
    pyplot.close()

def calculate_ssim(real_images, generated_images):
    ssim_scores = []
    # Ensure both arrays have the same number of images
    num_images = min(len(real_images), len(generated_images))
    for i in range(num_images):
        score, _ = ssim(real_images[i].reshape(28, 28), generated_images[i].reshape(28, 28), full=True, data_range=real_images[i].max() - real_images[i].min())
        ssim_scores.append(score)
    return np.mean(ssim_scores) if ssim_scores else 0

# evaluate the discriminator, plot generated images, save generator model
def summarize_performance(epoch, g_model, d_model, dataset, labels, latent_dim, n_samples=150):
    # prepare real samples
    [X_real, labels_real], y_real = generate_real_samples(dataset, labels, n_samples)
    # evaluate discriminator on real examples
    _, acc_real = d_model.evaluate([X_real, labels_real], y_real, verbose=0)
    # prepare fake examples
    [x_fake, labels_fake], y_fake = generate_fake_samples(g_model, latent_dim, n_samples)
    # evaluate discriminator on fake examples
    _, acc_fake = d_model.evaluate([x_fake, labels_fake], y_fake, verbose=0)
    # summarize discriminator performance
    print('>Accuracy real: %.0f%%, fake: %.0f%%' % (acc_real*100, acc_fake*100))
    # save plot
    save_plot(x_fake, epoch)
    # save the generator model tile file
    filename = 'base_CGAN_%03d.h5' % (epoch+1)
    g_model.save(filename)

def train(g_model, d_model, gan_model, dataset, labels, latent_dim, n_epochs=100, n_batch=128):
    bat_per_epo = int(dataset.shape[0] / n_batch)
    half_batch = int(n_batch / 2)
    
    # to store losses and SSIM
    d_loss1_list, d_loss2_list, g_loss_list = [], [], []
    ssim_list = []

    # manually enumerate epochs
    for i in range(n_epochs):
        # enumerate batches over the training set
        for j in range(bat_per_epo):
            # get randomly selected 'real' samples
            [X_real, labels_real], y_real = generate_real_samples(dataset, labels, half_batch)
            # update discriminator model weights
            d_loss1, _ = d_model.train_on_batch([X_real, labels_real], y_real)
            # generate 'fake' examples
            [X_fake, labels_fake], y_fake = generate_fake_samples(g_model, latent_dim, half_batch)
            # update discriminator model weights
            d_loss2, _ = d_model.train_on_batch([X_fake, labels_fake], y_fake)
            # prepare points in latent space as input for the generator
            [X_gan, labels_gan] = generate_latent_points(latent_dim, n_batch)
            # create inverted labels for the fake samples
            y_gan = ones((n_batch, 1))
            # update the generator via the discriminator's error
            g_loss = gan_model.train_on_batch([X_gan, labels_gan], y_gan)
            
            # record losses
            d_loss1_list.append(d_loss1)
            d_loss2_list.append(d_loss2)
            g_loss_list.append(g_loss)
            
            # summarize loss on this batch
            print('>%d, %d/%d, d1=%.3f, d2=%.3f g=%.3f' %
                (i+1, j+1, bat_per_epo, d_loss1, d_loss2, g_loss))
            
            # Calculate SSIM for generated images
            X_fake = (X_fake + 1) / 2.0  # Rescale to [0,1]
            ssim_scores = calculate_ssim(dataset, X_fake)
            ssim_list.append(ssim_scores)
                
        # evaluate the model performance and SSIM, sometimes
        if (i+1) % 10 == 0:
            summarize_performance(i, g_model, d_model, dataset, labels, latent_dim)
            
    
    # plot losses
    plt.figure(figsize=(10, 5))
    plt.plot(d_loss1_list, label='d_loss_real')
    plt.plot(d_loss2_list, label='d_loss_fake')
    plt.plot(g_loss_list, label='g_loss')
    plt.xlabel('Batch')
    plt.ylabel('Loss')
    plt.legend()
    plt.title('Discriminator and Generator Loss')
    plt.savefig('base_CGAN_loss_plot.png')
    plt.close()

    # plot SSIM scores
    plt.figure(figsize=(10, 5))
    plt.plot(ssim_list, label='SSIM')
    plt.xlabel('Epoch (every 10 epochs)')
    plt.ylabel('SSIM')
    plt.legend()
    plt.title('SSIM Scores Over Epochs')
    plt.savefig('base_CGAN_ssim_plot.png')
    plt.close()

# size of the latent space
latent_dim = 100
# create the discriminator
d_model = define_discriminator()
# create the generator
g_model = define_generator(latent_dim)
# create the gan
gan_model = define_gan(g_model, d_model)
# load image data
dataset, labels = load_real_samples()
# train model
train(g_model, d_model, gan_model, dataset, labels, latent_dim)

c:\Users\junyi\anaconda3\envs\gpu_env\lib\site-packages\keras\optimizers\optimizer_v2\adam.py:114: UserWarning: The `lr` argument is deprecated, use `learning_rate` instead.
  super().__init__(name, **kwargs)

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2/2 [==============================] - 0s 10ms/step
>1, 158/693, d1=0.723, d2=0.626 g=0.839
2/2 [==============================] - 0s 11ms/step
>1, 159/693, d1=0.715, d2=0.592 g=0.857
2/2 [==============================] - 0s 11ms/step
>1, 160/693, d1=0.715, d2=0.603 g=0.880
2/2 [==============================] - 0s 11ms/step
>1, 161/693, d1=0.671, d2=0.602 g=0.854
2/2 [==============================] - 0s 10ms/step
>1, 162/693, d1=0.685, d2=0.618 g=0.818
2/2 [==============================] - 0s 10ms/step
>1, 163/693, d1=0.664, d2=0.675 g=0.767
2/2 [==============================] - 0s 10ms/step
>1, 164/693, d1=0.664, d2=0.733 g=0.743
2/2 [==============================] - 0s 10ms/step
>1, 165/693, d1=0.654, d2=0.743 g=0.704
2/2 [==============================] - 0s 11ms/step
>1, 166/693, d1=0.701, d2=0.774 g=0.675
2/2 [==============================] - 0s 10ms/step
>1, 167/693, d1=0.676, d2=0.771 g=0.675
2/2 [==============================] - 0s 11ms/step
>1, 168/693, d1=0.684, d2=0.757 g=0.675
2/2 [==============================] - 0s 11ms/step
>1, 169/693, d1=0.708, d2=0.750 g=0.692
2/2 [==============================] - 0s 10ms/step
>1, 170/693, d1=0.700, d2=0.722 g=0.719
2/2 [==============================] - 0s 11ms/step
>1, 171/693, d1=0.726, d2=0.696 g=0.746
2/2 [==============================] - 0s 11ms/step
>1, 172/693, d1=0.735, d2=0.675 g=0.763
2/2 [==============================] - 0s 10ms/step
>1, 173/693, d1=0.739, d2=0.647 g=0.785
2/2 [==============================] - 0s 10ms/step
>1, 174/693, d1=0.741, d2=0.626 g=0.809
2/2 [==============================] - 0s 10ms/step
>1, 175/693, d1=0.735, d2=0.611 g=0.822
2/2 [==============================] - 0s 10ms/step
>1, 176/693, d1=0.747, d2=0.598 g=0.843
2/2 [==============================] - 0s 11ms/step
>1, 177/693, d1=0.711, d2=0.583 g=0.867
2/2 [==============================] - 0s 9ms/step
>1, 178/693, d1=0.725, d2=0.577 g=0.871
2/2 [==============================] - 0s 11ms/step
>1, 179/693, d1=0.729, d2=0.571 g=0.867
2/2 [==============================] - 0s 10ms/step
>1, 180/693, d1=0.716, d2=0.579 g=0.860
2/2 [==============================] - 0s 10ms/step
>1, 181/693, d1=0.723, d2=0.592 g=0.839
2/2 [==============================] - 0s 10ms/step
>1, 182/693, d1=0.714, d2=0.644 g=0.829
2/2 [==============================] - 0s 10ms/step
>1, 183/693, d1=0.699, d2=0.641 g=0.783
2/2 [==============================] - 0s 11ms/step
>1, 184/693, d1=0.684, d2=0.692 g=0.747
2/2 [==============================] - 0s 11ms/step
>1, 185/693, d1=0.705, d2=0.724 g=0.715
2/2 [==============================] - 0s 10ms/step
>1, 186/693, d1=0.700, d2=0.765 g=0.673
2/2 [==============================] - 0s 10ms/step
>1, 187/693, d1=0.695, d2=0.761 g=0.681
2/2 [==============================] - 0s 10ms/step
>1, 188/693, d1=0.690, d2=0.778 g=0.667
2/2 [==============================] - 0s 11ms/step
>1, 189/693, d1=0.700, d2=0.788 g=0.675
2/2 [==============================] - 0s 9ms/step
>1, 190/693, d1=0.672, d2=0.762 g=0.678
2/2 [==============================] - 0s 10ms/step
>1, 191/693, d1=0.682, d2=0.756 g=0.674
2/2 [==============================] - 0s 10ms/step
>1, 192/693, d1=0.680, d2=0.760 g=0.697
2/2 [==============================] - 0s 10ms/step
>1, 193/693, d1=0.678, d2=0.750 g=0.710
2/2 [==============================] - 0s 11ms/step
>1, 194/693, d1=0.652, d2=0.736 g=0.713
2/2 [==============================] - 0s 10ms/step
>1, 195/693, d1=0.643, d2=0.726 g=0.766
2/2 [==============================] - 0s 10ms/step
>1, 196/693, d1=0.628, d2=0.712 g=0.774
2/2 [==============================] - 0s 11ms/step
>1, 197/693, d1=0.620, d2=0.696 g=0.795
2/2 [==============================] - 0s 10ms/step
>1, 198/693, d1=0.600, d2=0.646 g=0.851
2/2 [==============================] - 0s 11ms/step
>1, 199/693, d1=0.559, d2=0.653 g=0.890
2/2 [==============================] - 0s 10ms/step
>1, 200/693, d1=0.563, d2=0.661 g=0.882
2/2 [==============================] - 0s 10ms/step
>1, 201/693, d1=0.545, d2=0.743 g=0.823
2/2 [==============================] - 0s 11ms/step
>1, 202/693, d1=0.555, d2=0.907 g=0.667
2/2 [==============================] - 0s 11ms/step
>1, 203/693, d1=0.522, d2=0.921 g=0.599
2/2 [==============================] - 0s 10ms/step
>1, 204/693, d1=0.592, d2=1.013 g=0.619
2/2 [==============================] - 0s 10ms/step
>1, 205/693, d1=0.608, d2=0.952 g=0.633
2/2 [==============================] - 0s 10ms/step
>1, 206/693, d1=0.644, d2=0.876 g=0.649
2/2 [==============================] - 0s 11ms/step
>1, 207/693, d1=0.699, d2=0.803 g=0.680
2/2 [==============================] - 0s 11ms/step
>1, 208/693, d1=0.747, d2=0.766 g=0.715
2/2 [==============================] - 0s 10ms/step
>1, 209/693, d1=0.756, d2=0.727 g=0.745
2/2 [==============================] - 0s 10ms/step
>1, 210/693, d1=0.798, d2=0.686 g=0.778
2/2 [==============================] - 0s 9ms/step
>1, 211/693, d1=0.796, d2=0.645 g=0.814
2/2 [==============================] - 0s 10ms/step
>1, 212/693, d1=0.792, d2=0.608 g=0.849
2/2 [==============================] - 0s 11ms/step
>1, 213/693, d1=0.791, d2=0.578 g=0.893
2/2 [==============================] - 0s 11ms/step
>1, 214/693, d1=0.775, d2=0.548 g=0.932
2/2 [==============================] - 0s 10ms/step
>1, 215/693, d1=0.758, d2=0.522 g=0.961
2/2 [==============================] - 0s 11ms/step
>1, 216/693, d1=0.777, d2=0.500 g=0.980
2/2 [==============================] - 0s 11ms/step
>1, 217/693, d1=0.747, d2=0.487 g=1.009
2/2 [==============================] - 0s 10ms/step
>1, 218/693, d1=0.754, d2=0.488 g=1.038
2/2 [==============================] - 0s 11ms/step
>1, 219/693, d1=0.719, d2=0.471 g=1.059
2/2 [==============================] - 0s 10ms/step
>1, 220/693, d1=0.713, d2=0.449 g=1.087
2/2 [==============================] - 0s 10ms/step
>1, 221/693, d1=0.710, d2=0.441 g=1.108
2/2 [==============================] - 0s 10ms/step
>1, 222/693, d1=0.706, d2=0.425 g=1.113
2/2 [==============================] - 0s 10ms/step
>1, 223/693, d1=0.676, d2=0.442 g=1.155
2/2 [==============================] - 0s 10ms/step
>1, 224/693, d1=0.662, d2=0.451 g=1.141
2/2 [==============================] - 0s 9ms/step
>1, 225/693, d1=0.641, d2=0.445 g=1.155
2/2 [==============================] - 0s 10ms/step
>1, 226/693, d1=0.650, d2=0.457 g=1.122
2/2 [==============================] - 0s 11ms/step
>1, 227/693, d1=0.621, d2=0.504 g=0.992
2/2 [==============================] - 0s 10ms/step
>1, 228/693, d1=0.610, d2=0.537 g=0.997
2/2 [==============================] - 0s 11ms/step
>1, 229/693, d1=0.606, d2=0.644 g=0.880
2/2 [==============================] - 0s 11ms/step
>1, 230/693, d1=0.622, d2=0.757 g=0.711
2/2 [==============================] - 0s 11ms/step
>1, 231/693, d1=0.655, d2=0.925 g=0.668
2/2 [==============================] - 0s 11ms/step
>1, 232/693, d1=0.682, d2=1.036 g=0.578
2/2 [==============================] - 0s 11ms/step
>1, 233/693, d1=0.714, d2=1.066 g=0.536
2/2 [==============================] - 0s 11ms/step
>1, 234/693, d1=0.682, d2=1.145 g=0.509
2/2 [==============================] - 0s 11ms/step
>1, 235/693, d1=0.670, d2=1.110 g=0.520
2/2 [==============================] - 0s 12ms/step
>1, 236/693, d1=0.648, d2=0.999 g=0.569
2/2 [==============================] - 0s 9ms/step
>1, 237/693, d1=0.678, d2=0.908 g=0.617
2/2 [==============================] - 0s 10ms/step
>1, 238/693, d1=0.671, d2=0.794 g=0.675
2/2 [==============================] - 0s 10ms/step
>1, 239/693, d1=0.642, d2=0.736 g=0.752
2/2 [==============================] - 0s 10ms/step
>1, 240/693, d1=0.633, d2=0.654 g=0.823
2/2 [==============================] - 0s 11ms/step
>1, 241/693, d1=0.620, d2=0.593 g=0.879
2/2 [==============================] - 0s 11ms/step
>1, 242/693, d1=0.574, d2=0.573 g=0.901
2/2 [==============================] - 0s 10ms/step
>1, 243/693, d1=0.568, d2=0.566 g=0.950
2/2 [==============================] - 0s 11ms/step
>1, 244/693, d1=0.561, d2=0.613 g=0.893
2/2 [==============================] - 0s 13ms/step
>1, 245/693, d1=0.523, d2=0.583 g=0.845
2/2 [==============================] - 0s 12ms/step
>1, 246/693, d1=0.474, d2=0.797 g=0.778
2/2 [==============================] - 0s 13ms/step
>1, 247/693, d1=0.488, d2=0.864 g=0.681
2/2 [==============================] - 0s 10ms/step
>1, 248/693, d1=0.535, d2=0.861 g=0.628
2/2 [==============================] - 0s 11ms/step
>1, 249/693, d1=0.566, d2=0.899 g=0.554
2/2 [==============================] - 0s 10ms/step
>1, 250/693, d1=0.641, d2=0.922 g=0.587
2/2 [==============================] - 0s 11ms/step
>1, 251/693, d1=0.621, d2=0.922 g=0.596
2/2 [==============================] - 0s 9ms/step
>1, 252/693, d1=0.696, d2=0.915 g=0.615
2/2 [==============================] - 0s 11ms/step
>1, 253/693, d1=0.708, d2=0.855 g=0.652
2/2 [==============================] - 0s 10ms/step
>1, 254/693, d1=0.729, d2=0.776 g=0.670
2/2 [==============================] - 0s 10ms/step
>1, 255/693, d1=0.762, d2=0.753 g=0.712
2/2 [==============================] - 0s 12ms/step
>1, 256/693, d1=0.771, d2=0.699 g=0.742
2/2 [==============================] - 0s 11ms/step
>1, 257/693, d1=0.791, d2=0.679 g=0.767
2/2 [==============================] - 0s 11ms/step
>1, 258/693, d1=0.798, d2=0.644 g=0.786
2/2 [==============================] - 0s 11ms/step
>1, 259/693, d1=0.793, d2=0.630 g=0.809
2/2 [==============================] - 0s 10ms/step
>1, 260/693, d1=0.778, d2=0.622 g=0.815
2/2 [==============================] - 0s 10ms/step
>1, 261/693, d1=0.790, d2=0.591 g=0.839
2/2 [==============================] - 0s 10ms/step
>1, 262/693, d1=0.776, d2=0.591 g=0.845
2/2 [==============================] - 0s 10ms/step
>1, 263/693, d1=0.771, d2=0.597 g=0.850
2/2 [==============================] - 0s 10ms/step
>1, 264/693, d1=0.757, d2=0.594 g=0.859
2/2 [==============================] - 0s 10ms/step
>1, 265/693, d1=0.762, d2=0.575 g=0.876
2/2 [==============================] - 0s 10ms/step
>1, 266/693, d1=0.723, d2=0.597 g=0.855
2/2 [==============================] - 0s 10ms/step
>1, 267/693, d1=0.748, d2=0.591 g=0.870
2/2 [==============================] - 0s 11ms/step
>1, 268/693, d1=0.728, d2=0.574 g=0.862
2/2 [==============================] - 0s 11ms/step
>1, 269/693, d1=0.741, d2=0.583 g=0.836
2/2 [==============================] - 0s 11ms/step
>1, 270/693, d1=0.724, d2=0.621 g=0.824
2/2 [==============================] - 0s 11ms/step
>1, 271/693, d1=0.762, d2=0.656 g=0.814
2/2 [==============================] - 0s 10ms/step
>1, 272/693, d1=0.713, d2=0.670 g=0.797
2/2 [==============================] - 0s 10ms/step
>1, 273/693, d1=0.727, d2=0.716 g=0.759
2/2 [==============================] - 0s 10ms/step
>1, 274/693, d1=0.720, d2=0.718 g=0.722
2/2 [==============================] - 0s 11ms/step
>1, 275/693, d1=0.718, d2=0.735 g=0.718
2/2 [==============================] - 0s 10ms/step
>1, 276/693, d1=0.705, d2=0.754 g=0.682
2/2 [==============================] - 0s 10ms/step
>1, 277/693, d1=0.718, d2=0.783 g=0.679
2/2 [==============================] - 0s 11ms/step
>1, 278/693, d1=0.710, d2=0.786 g=0.652
2/2 [==============================] - 0s 10ms/step
>1, 279/693, d1=0.728, d2=0.811 g=0.645
2/2 [==============================] - 0s 9ms/step
>1, 280/693, d1=0.721, d2=0.793 g=0.667
2/2 [==============================] - 0s 11ms/step
>1, 281/693, d1=0.733, d2=0.800 g=0.653
2/2 [==============================] - 0s 11ms/step
>1, 282/693, d1=0.717, d2=0.764 g=0.677
2/2 [==============================] - 0s 9ms/step
>1, 283/693, d1=0.724, d2=0.747 g=0.701
2/2 [==============================] - 0s 10ms/step
>1, 284/693, d1=0.710, d2=0.743 g=0.701
2/2 [==============================] - 0s 10ms/step
>1, 285/693, d1=0.719, d2=0.723 g=0.704
2/2 [==============================] - 0s 11ms/step
>1, 286/693, d1=0.698, d2=0.725 g=0.732
2/2 [==============================] - 0s 9ms/step
>1, 287/693, d1=0.705, d2=0.669 g=0.750
2/2 [==============================] - 0s 10ms/step
>1, 288/693, d1=0.688, d2=0.679 g=0.766
2/2 [==============================] - 0s 11ms/step
>1, 289/693, d1=0.694, d2=0.688 g=0.772
2/2 [==============================] - 0s 11ms/step
>1, 290/693, d1=0.687, d2=0.655 g=0.798
2/2 [==============================] - 0s 11ms/step
>1, 291/693, d1=0.658, d2=0.625 g=0.803
2/2 [==============================] - 0s 11ms/step
>1, 292/693, d1=0.673, d2=0.651 g=0.796
2/2 [==============================] - 0s 10ms/step
>1, 293/693, d1=0.649, d2=0.665 g=0.805
2/2 [==============================] - 0s 9ms/step
>1, 294/693, d1=0.650, d2=0.670 g=0.839
2/2 [==============================] - 0s 9ms/step
>1, 295/693, d1=0.619, d2=0.671 g=0.795
2/2 [==============================] - 0s 11ms/step
>1, 296/693, d1=0.642, d2=0.674 g=0.776
2/2 [==============================] - 0s 10ms/step
>1, 297/693, d1=0.612, d2=0.717 g=0.795
2/2 [==============================] - 0s 9ms/step
>1, 298/693, d1=0.624, d2=0.672 g=0.790
2/2 [==============================] - 0s 10ms/step
>1, 299/693, d1=0.611, d2=0.697 g=0.777
2/2 [==============================] - 0s 10ms/step
>1, 300/693, d1=0.590, d2=0.752 g=0.760
2/2 [==============================] - 0s 10ms/step
>1, 301/693, d1=0.620, d2=0.719 g=0.749
2/2 [==============================] - 0s 10ms/step
>1, 302/693, d1=0.613, d2=0.713 g=0.726
2/2 [==============================] - 0s 11ms/step
>1, 303/693, d1=0.660, d2=0.778 g=0.720
2/2 [==============================] - 0s 10ms/step
>1, 304/693, d1=0.678, d2=0.791 g=0.698
2/2 [==============================] - 0s 10ms/step
>1, 305/693, d1=0.671, d2=0.758 g=0.729
2/2 [==============================] - 0s 11ms/step
>1, 306/693, d1=0.706, d2=0.766 g=0.694
2/2 [==============================] - 0s 10ms/step
>1, 307/693, d1=0.703, d2=0.779 g=0.704
2/2 [==============================] - 0s 12ms/step
>1, 308/693, d1=0.716, d2=0.765 g=0.711
2/2 [==============================] - 0s 10ms/step
>1, 309/693, d1=0.754, d2=0.716 g=0.730
2/2 [==============================] - 0s 9ms/step
>1, 310/693, d1=0.782, d2=0.706 g=0.742
2/2 [==============================] - 0s 10ms/step
>1, 311/693, d1=0.776, d2=0.676 g=0.746
2/2 [==============================] - 0s 11ms/step
>1, 312/693, d1=0.781, d2=0.677 g=0.778
2/2 [==============================] - 0s 10ms/step
>1, 313/693, d1=0.804, d2=0.671 g=0.784
2/2 [==============================] - 0s 10ms/step
>1, 314/693, d1=0.796, d2=0.638 g=0.803
2/2 [==============================] - 0s 11ms/step
>1, 315/693, d1=0.802, d2=0.641 g=0.822
2/2 [==============================] - 0s 11ms/step
>1, 316/693, d1=0.809, d2=0.606 g=0.846
2/2 [==============================] - 0s 11ms/step
>1, 317/693, d1=0.784, d2=0.590 g=0.858
2/2 [==============================] - 0s 10ms/step
>1, 318/693, d1=0.821, d2=0.600 g=0.852
2/2 [==============================] - 0s 11ms/step
>1, 319/693, d1=0.779, d2=0.588 g=0.864
2/2 [==============================] - 0s 11ms/step
>1, 320/693, d1=0.777, d2=0.571 g=0.883
2/2 [==============================] - 0s 10ms/step
>1, 321/693, d1=0.790, d2=0.577 g=0.866
2/2 [==============================] - 0s 10ms/step
>1, 322/693, d1=0.763, d2=0.595 g=0.847
2/2 [==============================] - 0s 11ms/step
>1, 323/693, d1=0.751, d2=0.603 g=0.856
2/2 [==============================] - 0s 11ms/step
>1, 324/693, d1=0.772, d2=0.622 g=0.832
2/2 [==============================] - 0s 11ms/step
>1, 325/693, d1=0.731, d2=0.615 g=0.810
2/2 [==============================] - 0s 10ms/step
>1, 326/693, d1=0.738, d2=0.644 g=0.816
2/2 [==============================] - 0s 10ms/step
>1, 327/693, d1=0.742, d2=0.670 g=0.763
2/2 [==============================] - 0s 12ms/step
>1, 328/693, d1=0.736, d2=0.693 g=0.761
2/2 [==============================] - 0s 11ms/step
>1, 329/693, d1=0.738, d2=0.714 g=0.720
2/2 [==============================] - 0s 11ms/step
>1, 330/693, d1=0.711, d2=0.771 g=0.679
2/2 [==============================] - 0s 12ms/step
>1, 331/693, d1=0.736, d2=0.790 g=0.668
2/2 [==============================] - 0s 10ms/step
>1, 332/693, d1=0.714, d2=0.830 g=0.651
2/2 [==============================] - 0s 11ms/step
>1, 333/693, d1=0.723, d2=0.788 g=0.612
2/2 [==============================] - 0s 10ms/step
>1, 334/693, d1=0.724, d2=0.872 g=0.607
2/2 [==============================] - 0s 11ms/step
>1, 335/693, d1=0.708, d2=0.847 g=0.609
2/2 [==============================] - 0s 11ms/step
>1, 336/693, d1=0.717, d2=0.853 g=0.604
2/2 [==============================] - 0s 10ms/step
>1, 337/693, d1=0.713, d2=0.820 g=0.608
2/2 [==============================] - 0s 10ms/step
>1, 338/693, d1=0.719, d2=0.827 g=0.626
2/2 [==============================] - 0s 11ms/step
>1, 339/693, d1=0.720, d2=0.802 g=0.642
2/2 [==============================] - 0s 10ms/step
>1, 340/693, d1=0.701, d2=0.770 g=0.673
2/2 [==============================] - 0s 10ms/step
>1, 341/693, d1=0.696, d2=0.735 g=0.700
2/2 [==============================] - 0s 10ms/step
>1, 342/693, d1=0.691, d2=0.719 g=0.728
2/2 [==============================] - 0s 10ms/step
>1, 343/693, d1=0.684, d2=0.677 g=0.760
2/2 [==============================] - 0s 11ms/step
>1, 344/693, d1=0.680, d2=0.648 g=0.789
2/2 [==============================] - 0s 10ms/step
>1, 345/693, d1=0.650, d2=0.648 g=0.796
2/2 [==============================] - 0s 11ms/step
>1, 346/693, d1=0.642, d2=0.635 g=0.804
2/2 [==============================] - 0s 10ms/step
>1, 347/693, d1=0.642, d2=0.632 g=0.814
2/2 [==============================] - 0s 9ms/step
>1, 348/693, d1=0.637, d2=0.635 g=0.807
2/2 [==============================] - 0s 10ms/step
>1, 349/693, d1=0.615, d2=0.657 g=0.781
2/2 [==============================] - 0s 11ms/step
>1, 350/693, d1=0.618, d2=0.645 g=0.775
2/2 [==============================] - 0s 9ms/step
>1, 351/693, d1=0.596, d2=0.688 g=0.733
2/2 [==============================] - 0s 11ms/step
>1, 352/693, d1=0.623, d2=0.720 g=0.752
2/2 [==============================] - 0s 11ms/step
>1, 353/693, d1=0.605, d2=0.729 g=0.721
2/2 [==============================] - 0s 14ms/step
>1, 354/693, d1=0.602, d2=0.739 g=0.705
2/2 [==============================] - 0s 11ms/step
>1, 355/693, d1=0.629, d2=0.745 g=0.685
2/2 [==============================] - 0s 12ms/step
>1, 356/693, d1=0.635, d2=0.759 g=0.679
2/2 [==============================] - 0s 10ms/step
>1, 357/693, d1=0.649, d2=0.727 g=0.694
2/2 [==============================] - 0s 10ms/step
>1, 358/693, d1=0.663, d2=0.736 g=0.702
2/2 [==============================] - 0s 11ms/step
>1, 359/693, d1=0.660, d2=0.754 g=0.692
2/2 [==============================] - 0s 10ms/step
>1, 360/693, d1=0.683, d2=0.729 g=0.713
2/2 [==============================] - 0s 11ms/step
>1, 361/693, d1=0.686, d2=0.708 g=0.716
2/2 [==============================] - 0s 10ms/step
>1, 362/693, d1=0.693, d2=0.698 g=0.705
2/2 [==============================] - 0s 10ms/step
>1, 363/693, d1=0.713, d2=0.700 g=0.716
2/2 [==============================] - 0s 10ms/step
>1, 364/693, d1=0.701, d2=0.682 g=0.739
2/2 [==============================] - 0s 10ms/step
>1, 365/693, d1=0.721, d2=0.662 g=0.740
2/2 [==============================] - 0s 10ms/step
>1, 366/693, d1=0.737, d2=0.653 g=0.749
2/2 [==============================] - 0s 9ms/step
>1, 367/693, d1=0.714, d2=0.662 g=0.755
2/2 [==============================] - 0s 10ms/step
>1, 368/693, d1=0.732, d2=0.670 g=0.765
2/2 [==============================] - 0s 11ms/step
>1, 369/693, d1=0.714, d2=0.674 g=0.773
2/2 [==============================] - 0s 10ms/step
>1, 370/693, d1=0.720, d2=0.659 g=0.770
2/2 [==============================] - 0s 11ms/step
>1, 371/693, d1=0.743, d2=0.639 g=0.775
2/2 [==============================] - 0s 11ms/step
>1, 372/693, d1=0.725, d2=0.674 g=0.750
2/2 [==============================] - 0s 17ms/step
>1, 373/693, d1=0.733, d2=0.658 g=0.762
2/2 [==============================] - 0s 10ms/step
>1, 374/693, d1=0.721, d2=0.677 g=0.760
2/2 [==============================] - 0s 10ms/step
>1, 375/693, d1=0.734, d2=0.678 g=0.751
2/2 [==============================] - 0s 10ms/step
>1, 376/693, d1=0.716, d2=0.677 g=0.757
2/2 [==============================] - 0s 10ms/step
>1, 377/693, d1=0.727, d2=0.656 g=0.763
2/2 [==============================] - 0s 10ms/step
>1, 378/693, d1=0.731, d2=0.693 g=0.736
2/2 [==============================] - 0s 9ms/step
>1, 379/693, d1=0.720, d2=0.691 g=0.706
2/2 [==============================] - 0s 10ms/step
>1, 380/693, d1=0.705, d2=0.717 g=0.699
2/2 [==============================] - 0s 11ms/step
>1, 381/693, d1=0.728, d2=0.747 g=0.697
2/2 [==============================] - 0s 11ms/step
>1, 382/693, d1=0.719, d2=0.726 g=0.679
2/2 [==============================] - 0s 11ms/step
>1, 383/693, d1=0.714, d2=0.755 g=0.675
2/2 [==============================] - 0s 10ms/step
>1, 384/693, d1=0.700, d2=0.761 g=0.669
2/2 [==============================] - 0s 10ms/step
>1, 385/693, d1=0.730, d2=0.774 g=0.649
2/2 [==============================] - 0s 13ms/step
>1, 386/693, d1=0.719, d2=0.770 g=0.642
2/2 [==============================] - 0s 11ms/step
>1, 387/693, d1=0.723, d2=0.783 g=0.651
2/2 [==============================] - 0s 11ms/step
>1, 388/693, d1=0.691, d2=0.766 g=0.661
2/2 [==============================] - 0s 9ms/step
>1, 389/693, d1=0.728, d2=0.800 g=0.652
2/2 [==============================] - 0s 11ms/step
>1, 390/693, d1=0.728, d2=0.734 g=0.675
2/2 [==============================] - 0s 10ms/step
>1, 391/693, d1=0.698, d2=0.729 g=0.670
2/2 [==============================] - 0s 10ms/step
>1, 392/693, d1=0.706, d2=0.727 g=0.703
2/2 [==============================] - 0s 10ms/step
>1, 393/693, d1=0.680, d2=0.711 g=0.721
2/2 [==============================] - 0s 10ms/step
>1, 394/693, d1=0.703, d2=0.702 g=0.721
2/2 [==============================] - 0s 9ms/step
>1, 395/693, d1=0.684, d2=0.663 g=0.757
2/2 [==============================] - 0s 10ms/step
>1, 396/693, d1=0.671, d2=0.656 g=0.774
2/2 [==============================] - 0s 11ms/step
>1, 397/693, d1=0.669, d2=0.666 g=0.786
2/2 [==============================] - 0s 10ms/step
>1, 398/693, d1=0.662, d2=0.674 g=0.768
2/2 [==============================] - 0s 10ms/step
>1, 399/693, d1=0.659, d2=0.660 g=0.787
2/2 [==============================] - 0s 11ms/step
>1, 400/693, d1=0.641, d2=0.672 g=0.761
2/2 [==============================] - 0s 9ms/step
>1, 401/693, d1=0.629, d2=0.672 g=0.756
2/2 [==============================] - 0s 11ms/step
>1, 402/693, d1=0.634, d2=0.683 g=0.730
2/2 [==============================] - 0s 10ms/step
>1, 403/693, d1=0.637, d2=0.704 g=0.722
2/2 [==============================] - 0s 11ms/step
>1, 404/693, d1=0.622, d2=0.716 g=0.728
2/2 [==============================] - 0s 11ms/step
>1, 405/693, d1=0.636, d2=0.702 g=0.710
2/2 [==============================] - 0s 10ms/step
>1, 406/693, d1=0.637, d2=0.751 g=0.733
2/2 [==============================] - 0s 11ms/step
>1, 407/693, d1=0.641, d2=0.745 g=0.707
2/2 [==============================] - 0s 10ms/step
>1, 408/693, d1=0.666, d2=0.764 g=0.683
2/2 [==============================] - 0s 10ms/step
>1, 409/693, d1=0.641, d2=0.742 g=0.677
2/2 [==============================] - 0s 10ms/step
>1, 410/693, d1=0.650, d2=0.784 g=0.712
2/2 [==============================] - 0s 10ms/step
>1, 411/693, d1=0.673, d2=0.752 g=0.698
2/2 [==============================] - 0s 10ms/step
>1, 412/693, d1=0.680, d2=0.722 g=0.688
2/2 [==============================] - 0s 10ms/step
>1, 413/693, d1=0.667, d2=0.747 g=0.687
2/2 [==============================] - 0s 10ms/step
>1, 414/693, d1=0.704, d2=0.749 g=0.675
2/2 [==============================] - 0s 10ms/step
>1, 415/693, d1=0.694, d2=0.730 g=0.709
2/2 [==============================] - 0s 9ms/step
>1, 416/693, d1=0.728, d2=0.710 g=0.708
2/2 [==============================] - 0s 11ms/step
>1, 417/693, d1=0.713, d2=0.650 g=0.701
2/2 [==============================] - 0s 10ms/step
>1, 418/693, d1=0.717, d2=0.710 g=0.718
2/2 [==============================] - 0s 10ms/step
>1, 419/693, d1=0.732, d2=0.699 g=0.737
2/2 [==============================] - 0s 10ms/step
>1, 420/693, d1=0.712, d2=0.667 g=0.735
2/2 [==============================] - 0s 10ms/step
>1, 421/693, d1=0.728, d2=0.686 g=0.761
2/2 [==============================] - 0s 10ms/step
>1, 422/693, d1=0.737, d2=0.687 g=0.746
2/2 [==============================] - 0s 10ms/step
>1, 423/693, d1=0.723, d2=0.658 g=0.750
2/2 [==============================] - 0s 10ms/step
>1, 424/693, d1=0.725, d2=0.686 g=0.766
2/2 [==============================] - 0s 11ms/step
>1, 425/693, d1=0.731, d2=0.612 g=0.738
2/2 [==============================] - 0s 10ms/step
>1, 426/693, d1=0.737, d2=0.661 g=0.769
2/2 [==============================] - 0s 10ms/step
>1, 427/693, d1=0.727, d2=0.671 g=0.765
2/2 [==============================] - 0s 11ms/step
>1, 428/693, d1=0.746, d2=0.648 g=0.775
2/2 [==============================] - 0s 10ms/step
>1, 429/693, d1=0.736, d2=0.654 g=0.756
2/2 [==============================] - 0s 10ms/step
>1, 430/693, d1=0.741, d2=0.660 g=0.788
2/2 [==============================] - 0s 10ms/step
>1, 431/693, d1=0.722, d2=0.651 g=0.782
2/2 [==============================] - 0s 10ms/step
>1, 432/693, d1=0.716, d2=0.661 g=0.762
2/2 [==============================] - 0s 11ms/step
>1, 433/693, d1=0.721, d2=0.640 g=0.780
2/2 [==============================] - 0s 10ms/step
>1, 434/693, d1=0.732, d2=0.660 g=0.763
2/2 [==============================] - 0s 11ms/step
>1, 435/693, d1=0.724, d2=0.662 g=0.756
2/2 [==============================] - 0s 10ms/step
>1, 436/693, d1=0.719, d2=0.658 g=0.758
2/2 [==============================] - 0s 11ms/step
>1, 437/693, d1=0.729, d2=0.656 g=0.748
2/2 [==============================] - 0s 9ms/step
>1, 438/693, d1=0.713, d2=0.677 g=0.770
2/2 [==============================] - 0s 10ms/step
>1, 439/693, d1=0.721, d2=0.672 g=0.742
2/2 [==============================] - 0s 10ms/step
>1, 440/693, d1=0.706, d2=0.691 g=0.741
2/2 [==============================] - 0s 10ms/step
>1, 441/693, d1=0.705, d2=0.688 g=0.739
2/2 [==============================] - 0s 10ms/step
>1, 442/693, d1=0.696, d2=0.695 g=0.730
2/2 [==============================] - 0s 10ms/step
>1, 443/693, d1=0.698, d2=0.687 g=0.733
2/2 [==============================] - 0s 10ms/step
>1, 444/693, d1=0.694, d2=0.651 g=0.741
2/2 [==============================] - 0s 10ms/step
>1, 445/693, d1=0.681, d2=0.692 g=0.728
2/2 [==============================] - 0s 11ms/step
>1, 446/693, d1=0.710, d2=0.695 g=0.728
2/2 [==============================] - 0s 10ms/step
>1, 447/693, d1=0.699, d2=0.683 g=0.716
2/2 [==============================] - 0s 10ms/step
>1, 448/693, d1=0.720, d2=0.681 g=0.760
2/2 [==============================] - 0s 15ms/step
>1, 449/693, d1=0.699, d2=0.657 g=0.767
2/2 [==============================] - 0s 11ms/step
>1, 450/693, d1=0.702, d2=0.682 g=0.734
2/2 [==============================] - 0s 10ms/step
>1, 451/693, d1=0.692, d2=0.689 g=0.742
2/2 [==============================] - 0s 11ms/step
>1, 452/693, d1=0.695, d2=0.683 g=0.738
2/2 [==============================] - 0s 10ms/step
>1, 453/693, d1=0.700, d2=0.687 g=0.735
2/2 [==============================] - 0s 11ms/step
>1, 454/693, d1=0.697, d2=0.687 g=0.730
2/2 [==============================] - 0s 10ms/step
>1, 455/693, d1=0.682, d2=0.680 g=0.754
2/2 [==============================] - 0s 10ms/step
>1, 456/693, d1=0.690, d2=0.671 g=0.738
2/2 [==============================] - 0s 10ms/step
>1, 457/693, d1=0.673, d2=0.689 g=0.739
2/2 [==============================] - 0s 9ms/step
>1, 458/693, d1=0.699, d2=0.645 g=0.767
2/2 [==============================] - 0s 11ms/step
>1, 459/693, d1=0.673, d2=0.679 g=0.744
2/2 [==============================] - 0s 10ms/step
>1, 460/693, d1=0.669, d2=0.664 g=0.737
2/2 [==============================] - 0s 10ms/step
>1, 461/693, d1=0.673, d2=0.698 g=0.747
2/2 [==============================] - 0s 11ms/step
>1, 462/693, d1=0.668, d2=0.674 g=0.749
2/2 [==============================] - 0s 10ms/step
>1, 463/693, d1=0.683, d2=0.686 g=0.736
2/2 [==============================] - 0s 10ms/step
>1, 464/693, d1=0.665, d2=0.697 g=0.726
2/2 [==============================] - 0s 10ms/step
>1, 465/693, d1=0.688, d2=0.700 g=0.734
2/2 [==============================] - 0s 11ms/step
>1, 466/693, d1=0.660, d2=0.694 g=0.729
2/2 [==============================] - 0s 11ms/step
>1, 467/693, d1=0.669, d2=0.698 g=0.718
2/2 [==============================] - 0s 10ms/step
>1, 468/693, d1=0.685, d2=0.697 g=0.722
2/2 [==============================] - 0s 10ms/step
>1, 469/693, d1=0.675, d2=0.694 g=0.703
2/2 [==============================] - 0s 11ms/step
>1, 470/693, d1=0.671, d2=0.713 g=0.726
2/2 [==============================] - 0s 10ms/step
>1, 471/693, d1=0.675, d2=0.719 g=0.699
2/2 [==============================] - 0s 11ms/step
>1, 472/693, d1=0.673, d2=0.696 g=0.707
2/2 [==============================] - 0s 10ms/step
>1, 473/693, d1=0.671, d2=0.714 g=0.722
2/2 [==============================] - 0s 10ms/step
>1, 474/693, d1=0.678, d2=0.704 g=0.699
2/2 [==============================] - 0s 11ms/step
>1, 475/693, d1=0.677, d2=0.726 g=0.696
2/2 [==============================] - 0s 10ms/step
>1, 476/693, d1=0.674, d2=0.729 g=0.702
2/2 [==============================] - 0s 11ms/step
>1, 477/693, d1=0.672, d2=0.718 g=0.717
2/2 [==============================] - 0s 10ms/step
>1, 478/693, d1=0.695, d2=0.712 g=0.700
2/2 [==============================] - 0s 11ms/step
>1, 479/693, d1=0.684, d2=0.725 g=0.698
2/2 [==============================] - 0s 10ms/step
>1, 480/693, d1=0.682, d2=0.734 g=0.687
2/2 [==============================] - 0s 10ms/step
>1, 481/693, d1=0.685, d2=0.720 g=0.690
2/2 [==============================] - 0s 11ms/step
>1, 482/693, d1=0.691, d2=0.744 g=0.720
2/2 [==============================] - 0s 11ms/step
>1, 483/693, d1=0.696, d2=0.725 g=0.717
2/2 [==============================] - 0s 10ms/step
>1, 484/693, d1=0.700, d2=0.716 g=0.713
2/2 [==============================] - 0s 9ms/step
>1, 485/693, d1=0.705, d2=0.723 g=0.683
2/2 [==============================] - 0s 11ms/step
>1, 486/693, d1=0.702, d2=0.704 g=0.695
2/2 [==============================] - 0s 11ms/step
>1, 487/693, d1=0.705, d2=0.712 g=0.736
2/2 [==============================] - 0s 11ms/step
>1, 488/693, d1=0.726, d2=0.689 g=0.699
2/2 [==============================] - 0s 11ms/step
>1, 489/693, d1=0.703, d2=0.704 g=0.707
2/2 [==============================] - 0s 11ms/step
>1, 490/693, d1=0.721, d2=0.693 g=0.736
2/2 [==============================] - 0s 11ms/step
>1, 491/693, d1=0.719, d2=0.692 g=0.733
2/2 [==============================] - 0s 12ms/step
>1, 492/693, d1=0.724, d2=0.687 g=0.715
2/2 [==============================] - 0s 10ms/step
>1, 493/693, d1=0.714, d2=0.710 g=0.758
2/2 [==============================] - 0s 10ms/step
>1, 494/693, d1=0.731, d2=0.692 g=0.769
2/2 [==============================] - 0s 10ms/step
>1, 495/693, d1=0.712, d2=0.671 g=0.753
2/2 [==============================] - 0s 11ms/step
>1, 496/693, d1=0.702, d2=0.694 g=0.742
2/2 [==============================] - 0s 11ms/step
>1, 497/693, d1=0.728, d2=0.651 g=0.731
2/2 [==============================] - 0s 11ms/step
>1, 498/693, d1=0.711, d2=0.686 g=0.742
2/2 [==============================] - 0s 10ms/step
>1, 499/693, d1=0.711, d2=0.666 g=0.757
2/2 [==============================] - 0s 11ms/step
>1, 500/693, d1=0.715, d2=0.670 g=0.762
2/2 [==============================] - 0s 10ms/step
>1, 501/693, d1=0.701, d2=0.678 g=0.730
2/2 [==============================] - 0s 10ms/step
>1, 502/693, d1=0.700, d2=0.675 g=0.749
2/2 [==============================] - 0s 11ms/step
>1, 503/693, d1=0.709, d2=0.673 g=0.763
2/2 [==============================] - 0s 10ms/step
>1, 504/693, d1=0.711, d2=0.668 g=0.754
2/2 [==============================] - 0s 10ms/step
>1, 505/693, d1=0.702, d2=0.655 g=0.794
2/2 [==============================] - 0s 10ms/step
>1, 506/693, d1=0.709, d2=0.661 g=0.757
2/2 [==============================] - 0s 11ms/step
>1, 507/693, d1=0.707, d2=0.696 g=0.744
2/2 [==============================] - 0s 11ms/step
>1, 508/693, d1=0.698, d2=0.657 g=0.719
2/2 [==============================] - 0s 11ms/step
>1, 509/693, d1=0.690, d2=0.692 g=0.766
2/2 [==============================] - 0s 12ms/step
>1, 510/693, d1=0.695, d2=0.693 g=0.725
2/2 [==============================] - 0s 10ms/step
>1, 511/693, d1=0.697, d2=0.678 g=0.741
2/2 [==============================] - 0s 10ms/step
>1, 512/693, d1=0.693, d2=0.684 g=0.736
2/2 [==============================] - 0s 11ms/step
>1, 513/693, d1=0.703, d2=0.682 g=0.702
2/2 [==============================] - 0s 11ms/step
>1, 514/693, d1=0.706, d2=0.677 g=0.718
2/2 [==============================] - 0s 12ms/step
>1, 515/693, d1=0.703, d2=0.691 g=0.741
2/2 [==============================] - 0s 11ms/step
>1, 516/693, d1=0.689, d2=0.682 g=0.717
2/2 [==============================] - 0s 11ms/step
>1, 517/693, d1=0.697, d2=0.719 g=0.691
2/2 [==============================] - 0s 11ms/step
>1, 518/693, d1=0.683, d2=0.682 g=0.715
2/2 [==============================] - 0s 11ms/step
>1, 519/693, d1=0.694, d2=0.697 g=0.730
2/2 [==============================] - 0s 10ms/step
>1, 520/693, d1=0.697, d2=0.719 g=0.692
2/2 [==============================] - 0s 10ms/step
>1, 521/693, d1=0.698, d2=0.683 g=0.715
2/2 [==============================] - 0s 11ms/step
>1, 522/693, d1=0.705, d2=0.711 g=0.731
2/2 [==============================] - 0s 11ms/step
>1, 523/693, d1=0.683, d2=0.706 g=0.736
2/2 [==============================] - 0s 11ms/step
>1, 524/693, d1=0.691, d2=0.711 g=0.723
2/2 [==============================] - 0s 10ms/step
>1, 525/693, d1=0.695, d2=0.690 g=0.712
2/2 [==============================] - 0s 11ms/step
>1, 526/693, d1=0.685, d2=0.709 g=0.757
2/2 [==============================] - 0s 10ms/step
>1, 527/693, d1=0.711, d2=0.690 g=0.750
2/2 [==============================] - 0s 10ms/step
>1, 528/693, d1=0.705, d2=0.692 g=0.737
2/2 [==============================] - 0s 10ms/step
>1, 529/693, d1=0.676, d2=0.700 g=0.763
2/2 [==============================] - 0s 10ms/step
>1, 530/693, d1=0.685, d2=0.703 g=0.754
2/2 [==============================] - 0s 9ms/step
>1, 531/693, d1=0.703, d2=0.696 g=0.701
2/2 [==============================] - 0s 9ms/step
>1, 532/693, d1=0.695, d2=0.705 g=0.696
2/2 [==============================] - 0s 10ms/step
>1, 533/693, d1=0.692, d2=0.679 g=0.735
2/2 [==============================] - 0s 9ms/step
>1, 534/693, d1=0.685, d2=0.697 g=0.748
2/2 [==============================] - 0s 10ms/step
>1, 535/693, d1=0.700, d2=0.686 g=0.739
2/2 [==============================] - 0s 12ms/step
>1, 536/693, d1=0.685, d2=0.686 g=0.722
2/2 [==============================] - 0s 10ms/step
>1, 537/693, d1=0.697, d2=0.695 g=0.745
2/2 [==============================] - 0s 9ms/step
>1, 538/693, d1=0.689, d2=0.706 g=0.760
2/2 [==============================] - 0s 11ms/step
>1, 539/693, d1=0.694, d2=0.693 g=0.747
2/2 [==============================] - 0s 10ms/step
>1, 540/693, d1=0.701, d2=0.669 g=0.730
2/2 [==============================] - 0s 10ms/step
>1, 541/693, d1=0.689, d2=0.695 g=0.721
2/2 [==============================] - 0s 11ms/step
>1, 542/693, d1=0.692, d2=0.707 g=0.738
2/2 [==============================] - 0s 10ms/step
>1, 543/693, d1=0.687, d2=0.687 g=0.748
2/2 [==============================] - 0s 10ms/step
>1, 544/693, d1=0.705, d2=0.694 g=0.706
2/2 [==============================] - 0s 10ms/step
>1, 545/693, d1=0.692, d2=0.685 g=0.757
2/2 [==============================] - 0s 11ms/step
>1, 546/693, d1=0.698, d2=0.688 g=0.794
2/2 [==============================] - 0s 11ms/step
>1, 547/693, d1=0.697, d2=0.675 g=0.751
2/2 [==============================] - 0s 11ms/step
>1, 548/693, d1=0.701, d2=0.698 g=0.759
2/2 [==============================] - 0s 10ms/step
>1, 549/693, d1=0.688, d2=0.687 g=0.746
2/2 [==============================] - 0s 10ms/step
>1, 550/693, d1=0.699, d2=0.665 g=0.741
2/2 [==============================] - 0s 9ms/step
>1, 551/693, d1=0.690, d2=0.663 g=0.744
2/2 [==============================] - 0s 10ms/step
>1, 552/693, d1=0.692, d2=0.674 g=0.770
2/2 [==============================] - 0s 11ms/step
>1, 553/693, d1=0.685, d2=0.663 g=0.764
2/2 [==============================] - 0s 11ms/step
>1, 554/693, d1=0.690, d2=0.657 g=0.775
2/2 [==============================] - 0s 13ms/step
>1, 555/693, d1=0.688, d2=0.681 g=0.770
2/2 [==============================] - 0s 11ms/step
>1, 556/693, d1=0.689, d2=0.654 g=0.789
2/2 [==============================] - 0s 11ms/step
>1, 557/693, d1=0.693, d2=0.653 g=0.768
2/2 [==============================] - 0s 10ms/step
>1, 558/693, d1=0.696, d2=0.653 g=0.779
2/2 [==============================] - 0s 11ms/step
>1, 559/693, d1=0.672, d2=0.644 g=0.767
2/2 [==============================] - 0s 11ms/step
>1, 560/693, d1=0.702, d2=0.673 g=0.768
2/2 [==============================] - 0s 10ms/step
>1, 561/693, d1=0.686, d2=0.645 g=0.716
2/2 [==============================] - 0s 10ms/step
>1, 562/693, d1=0.689, d2=0.676 g=0.735
2/2 [==============================] - 0s 12ms/step
>1, 563/693, d1=0.682, d2=0.685 g=0.797
2/2 [==============================] - 0s 11ms/step
>1, 564/693, d1=0.690, d2=0.654 g=0.784
2/2 [==============================] - 0s 11ms/step
>1, 565/693, d1=0.692, d2=0.672 g=0.755
2/2 [==============================] - 0s 11ms/step
>1, 566/693, d1=0.688, d2=0.676 g=0.726
2/2 [==============================] - 0s 10ms/step
>1, 567/693, d1=0.692, d2=0.660 g=0.736
2/2 [==============================] - 0s 9ms/step
>1, 568/693, d1=0.693, d2=0.671 g=0.756
2/2 [==============================] - 0s 11ms/step
>1, 569/693, d1=0.689, d2=0.642 g=0.747
2/2 [==============================] - 0s 10ms/step
>1, 570/693, d1=0.695, d2=0.639 g=0.736
2/2 [==============================] - 0s 11ms/step
>1, 571/693, d1=0.707, d2=0.644 g=0.764
2/2 [==============================] - 0s 10ms/step
>1, 572/693, d1=0.688, d2=0.672 g=0.772
2/2 [==============================] - 0s 11ms/step
>1, 573/693, d1=0.699, d2=0.688 g=0.729
2/2 [==============================] - 0s 10ms/step
>1, 574/693, d1=0.669, d2=0.679 g=0.759
2/2 [==============================] - 0s 10ms/step
>1, 575/693, d1=0.699, d2=0.666 g=0.760
2/2 [==============================] - 0s 10ms/step
>1, 576/693, d1=0.681, d2=0.666 g=0.746
2/2 [==============================] - 0s 9ms/step
>1, 577/693, d1=0.676, d2=0.702 g=0.780
2/2 [==============================] - 0s 10ms/step
>1, 578/693, d1=0.711, d2=0.659 g=0.747
2/2 [==============================] - 0s 10ms/step
>1, 579/693, d1=0.686, d2=0.687 g=0.813
2/2 [==============================] - 0s 10ms/step
>1, 580/693, d1=0.671, d2=0.694 g=0.722
2/2 [==============================] - 0s 10ms/step
>1, 581/693, d1=0.677, d2=0.693 g=0.757
2/2 [==============================] - 0s 10ms/step
>1, 582/693, d1=0.679, d2=0.692 g=0.809
2/2 [==============================] - 0s 10ms/step
>1, 583/693, d1=0.678, d2=0.690 g=0.774
2/2 [==============================] - 0s 11ms/step
>1, 584/693, d1=0.675, d2=0.701 g=0.789
2/2 [==============================] - 0s 11ms/step
>1, 585/693, d1=0.679, d2=0.661 g=0.759
2/2 [==============================] - 0s 11ms/step
>1, 586/693, d1=0.691, d2=0.712 g=0.762
2/2 [==============================] - 0s 11ms/step
>1, 587/693, d1=0.675, d2=0.680 g=0.734
2/2 [==============================] - 0s 11ms/step
>1, 588/693, d1=0.679, d2=0.686 g=0.745
2/2 [==============================] - 0s 10ms/step
>1, 589/693, d1=0.694, d2=0.692 g=0.738
2/2 [==============================] - 0s 11ms/step
>1, 590/693, d1=0.688, d2=0.715 g=0.737
2/2 [==============================] - 0s 11ms/step
>1, 591/693, d1=0.684, d2=0.698 g=0.712
2/2 [==============================] - 0s 10ms/step
>1, 592/693, d1=0.687, d2=0.678 g=0.733
2/2 [==============================] - 0s 11ms/step
>1, 593/693, d1=0.677, d2=0.691 g=0.750
2/2 [==============================] - 0s 10ms/step
>1, 594/693, d1=0.678, d2=0.686 g=0.742
2/2 [==============================] - 0s 11ms/step
>1, 595/693, d1=0.694, d2=0.703 g=0.746
2/2 [==============================] - 0s 11ms/step
>1, 596/693, d1=0.684, d2=0.705 g=0.739
2/2 [==============================] - 0s 10ms/step
>1, 597/693, d1=0.685, d2=0.708 g=0.741
2/2 [==============================] - 0s 10ms/step
>1, 598/693, d1=0.703, d2=0.720 g=0.700
2/2 [==============================] - 0s 11ms/step
>1, 599/693, d1=0.674, d2=0.691 g=0.737
2/2 [==============================] - 0s 10ms/step
>1, 600/693, d1=0.683, d2=0.711 g=0.781
2/2 [==============================] - 0s 10ms/step
>1, 601/693, d1=0.683, d2=0.683 g=0.742
2/2 [==============================] - 0s 11ms/step
>1, 602/693, d1=0.675, d2=0.701 g=0.754
2/2 [==============================] - 0s 10ms/step
>1, 603/693, d1=0.696, d2=0.710 g=0.714
2/2 [==============================] - 0s 10ms/step
>1, 604/693, d1=0.688, d2=0.721 g=0.713
2/2 [==============================] - 0s 10ms/step
>1, 605/693, d1=0.692, d2=0.722 g=0.729
2/2 [==============================] - 0s 10ms/step
>1, 606/693, d1=0.696, d2=0.707 g=0.714
2/2 [==============================] - 0s 11ms/step
>1, 607/693, d1=0.701, d2=0.718 g=0.770
2/2 [==============================] - 0s 10ms/step
>1, 608/693, d1=0.698, d2=0.719 g=0.738
2/2 [==============================] - 0s 12ms/step
>1, 609/693, d1=0.706, d2=0.673 g=0.716
2/2 [==============================] - 0s 10ms/step
>1, 610/693, d1=0.696, d2=0.694 g=0.717
2/2 [==============================] - 0s 10ms/step
>1, 611/693, d1=0.703, d2=0.716 g=0.746
2/2 [==============================] - 0s 10ms/step
>1, 612/693, d1=0.695, d2=0.716 g=0.752
2/2 [==============================] - 0s 10ms/step
>1, 613/693, d1=0.697, d2=0.706 g=0.752
2/2 [==============================] - 0s 11ms/step
>1, 614/693, d1=0.705, d2=0.690 g=0.767
2/2 [==============================] - 0s 10ms/step
>1, 615/693, d1=0.706, d2=0.702 g=0.691
2/2 [==============================] - 0s 11ms/step
>1, 616/693, d1=0.714, d2=0.652 g=0.739
2/2 [==============================] - 0s 10ms/step
>1, 617/693, d1=0.710, d2=0.704 g=0.786
2/2 [==============================] - 0s 11ms/step
>1, 618/693, d1=0.711, d2=0.697 g=0.764
2/2 [==============================] - 0s 11ms/step
>1, 619/693, d1=0.703, d2=0.703 g=0.725
2/2 [==============================] - 0s 11ms/step
>1, 620/693, d1=0.698, d2=0.680 g=0.764
2/2 [==============================] - 0s 10ms/step
>1, 621/693, d1=0.702, d2=0.682 g=0.790
2/2 [==============================] - 0s 10ms/step
>1, 622/693, d1=0.709, d2=0.671 g=0.733
2/2 [==============================] - 0s 10ms/step
>1, 623/693, d1=0.705, d2=0.687 g=0.787
2/2 [==============================] - 0s 10ms/step
>1, 624/693, d1=0.719, d2=0.637 g=0.735
2/2 [==============================] - 0s 12ms/step
>1, 625/693, d1=0.715, d2=0.698 g=0.815
2/2 [==============================] - 0s 10ms/step
>1, 626/693, d1=0.700, d2=0.669 g=0.777
2/2 [==============================] - 0s 10ms/step
>1, 627/693, d1=0.710, d2=0.675 g=0.771
2/2 [==============================] - 0s 10ms/step
>1, 628/693, d1=0.714, d2=0.655 g=0.798
2/2 [==============================] - 0s 9ms/step
>1, 629/693, d1=0.714, d2=0.671 g=0.785
2/2 [==============================] - 0s 10ms/step
>1, 630/693, d1=0.703, d2=0.678 g=0.785
2/2 [==============================] - 0s 11ms/step
>1, 631/693, d1=0.696, d2=0.669 g=0.810
2/2 [==============================] - 0s 11ms/step
>1, 632/693, d1=0.699, d2=0.670 g=0.815
2/2 [==============================] - 0s 10ms/step
>1, 633/693, d1=0.717, d2=0.697 g=0.771
2/2 [==============================] - 0s 11ms/step
>1, 634/693, d1=0.695, d2=0.657 g=0.792
2/2 [==============================] - 0s 10ms/step
>1, 635/693, d1=0.715, d2=0.658 g=0.819
2/2 [==============================] - 0s 10ms/step
>1, 636/693, d1=0.703, d2=0.671 g=0.774
2/2 [==============================] - 0s 10ms/step
>1, 637/693, d1=0.703, d2=0.680 g=0.820
2/2 [==============================] - 0s 11ms/step
>1, 638/693, d1=0.694, d2=0.673 g=0.763
2/2 [==============================] - 0s 10ms/step
>1, 639/693, d1=0.694, d2=0.683 g=0.731
2/2 [==============================] - 0s 11ms/step
>1, 640/693, d1=0.682, d2=0.683 g=0.775
2/2 [==============================] - 0s 10ms/step
>1, 641/693, d1=0.712, d2=0.691 g=0.782
2/2 [==============================] - 0s 11ms/step
>1, 642/693, d1=0.697, d2=0.702 g=0.814
2/2 [==============================] - 0s 10ms/step
>1, 643/693, d1=0.698, d2=0.673 g=0.837
2/2 [==============================] - 0s 10ms/step
>1, 644/693, d1=0.700, d2=0.689 g=0.747
2/2 [==============================] - 0s 10ms/step
>1, 645/693, d1=0.701, d2=0.667 g=0.717
2/2 [==============================] - 0s 11ms/step
>1, 646/693, d1=0.698, d2=0.674 g=0.744
2/2 [==============================] - 0s 10ms/step
>1, 647/693, d1=0.698, d2=0.684 g=0.770
2/2 [==============================] - 0s 9ms/step
>1, 648/693, d1=0.685, d2=0.707 g=0.773
2/2 [==============================] - 0s 10ms/step
>1, 649/693, d1=0.702, d2=0.684 g=0.750
2/2 [==============================] - 0s 11ms/step
>1, 650/693, d1=0.706, d2=0.686 g=0.724
2/2 [==============================] - 0s 11ms/step
>1, 651/693, d1=0.690, d2=0.674 g=0.792
2/2 [==============================] - 0s 9ms/step
>1, 652/693, d1=0.690, d2=0.674 g=0.751
2/2 [==============================] - 0s 10ms/step
>1, 653/693, d1=0.699, d2=0.697 g=0.810
2/2 [==============================] - 0s 11ms/step
>1, 654/693, d1=0.691, d2=0.696 g=0.759
2/2 [==============================] - 0s 10ms/step
>1, 655/693, d1=0.704, d2=0.660 g=0.772
2/2 [==============================] - 0s 13ms/step
>1, 656/693, d1=0.686, d2=0.707 g=0.770
2/2 [==============================] - 0s 9ms/step
>1, 657/693, d1=0.687, d2=0.659 g=0.767
2/2 [==============================] - 0s 11ms/step
>1, 658/693, d1=0.705, d2=0.683 g=0.813
2/2 [==============================] - 0s 10ms/step
>1, 659/693, d1=0.684, d2=0.666 g=0.752
2/2 [==============================] - 0s 10ms/step
>1, 660/693, d1=0.693, d2=0.678 g=0.760
2/2 [==============================] - 0s 11ms/step
>1, 661/693, d1=0.699, d2=0.658 g=0.774
2/2 [==============================] - 0s 11ms/step
>1, 662/693, d1=0.697, d2=0.693 g=0.789
2/2 [==============================] - 0s 11ms/step
>1, 663/693, d1=0.685, d2=0.689 g=0.734
2/2 [==============================] - 0s 11ms/step
>1, 664/693, d1=0.688, d2=0.702 g=0.728
2/2 [==============================] - 0s 10ms/step
>1, 665/693, d1=0.698, d2=0.699 g=0.765
2/2 [==============================] - 0s 9ms/step
>1, 666/693, d1=0.685, d2=0.674 g=0.794
2/2 [==============================] - 0s 10ms/step
>1, 667/693, d1=0.684, d2=0.708 g=0.763
2/2 [==============================] - 0s 10ms/step
>1, 668/693, d1=0.693, d2=0.679 g=0.804
2/2 [==============================] - 0s 10ms/step
>1, 669/693, d1=0.710, d2=0.671 g=0.774
2/2 [==============================] - 0s 12ms/step
>1, 670/693, d1=0.681, d2=0.721 g=0.733
2/2 [==============================] - 0s 10ms/step
>1, 671/693, d1=0.709, d2=0.704 g=0.743
2/2 [==============================] - 0s 9ms/step
>1, 672/693, d1=0.690, d2=0.677 g=0.735
2/2 [==============================] - 0s 10ms/step
>1, 673/693, d1=0.711, d2=0.672 g=0.742
2/2 [==============================] - 0s 11ms/step
>1, 674/693, d1=0.696, d2=0.690 g=0.692
2/2 [==============================] - 0s 10ms/step
>1, 675/693, d1=0.698, d2=0.692 g=0.772
2/2 [==============================] - 0s 10ms/step
>1, 676/693, d1=0.683, d2=0.663 g=0.730
2/2 [==============================] - 0s 10ms/step
>1, 677/693, d1=0.698, d2=0.726 g=0.738
2/2 [==============================] - 0s 10ms/step
>1, 678/693, d1=0.712, d2=0.663 g=0.754
2/2 [==============================] - 0s 10ms/step
>1, 679/693, d1=0.702, d2=0.673 g=0.742
2/2 [==============================] - 0s 10ms/step
>1, 680/693, d1=0.706, d2=0.656 g=0.780
2/2 [==============================] - 0s 11ms/step
>1, 681/693, d1=0.701, d2=0.690 g=0.776
2/2 [==============================] - 0s 10ms/step
>1, 682/693, d1=0.706, d2=0.678 g=0.788
2/2 [==============================] - 0s 10ms/step
>1, 683/693, d1=0.706, d2=0.653 g=0.798
2/2 [==============================] - 0s 10ms/step
>1, 684/693, d1=0.684, d2=0.674 g=0.787
2/2 [==============================] - 0s 9ms/step
>1, 685/693, d1=0.691, d2=0.685 g=0.801
2/2 [==============================] - 0s 10ms/step
>1, 686/693, d1=0.698, d2=0.670 g=0.724
2/2 [==============================] - 0s 11ms/step
>1, 687/693, d1=0.694, d2=0.669 g=0.757
2/2 [==============================] - 0s 10ms/step
>1, 688/693, d1=0.713, d2=0.681 g=0.769
2/2 [==============================] - 0s 10ms/step
>1, 689/693, d1=0.710, d2=0.686 g=0.776
2/2 [==============================] - 0s 10ms/step
>1, 690/693, d1=0.688, d2=0.631 g=0.741
2/2 [==============================] - 0s 11ms/step
>1, 691/693, d1=0.691, d2=0.691 g=0.797
2/2 [==============================] - 0s 10ms/step
>1, 692/693, d1=0.696, d2=0.667 g=0.772
2/2 [==============================] - 0s 10ms/step
>1, 693/693, d1=0.706, d2=0.674 g=0.807
2/2 [==============================] - 0s 10ms/step
>2, 1/693, d1=0.697, d2=0.643 g=0.739
2/2 [==============================] - 0s 14ms/step
>2, 2/693, d1=0.717, d2=0.658 g=0.767
2/2 [==============================] - 0s 10ms/step
>2, 3/693, d1=0.697, d2=0.672 g=0.743
2/2 [==============================] - 0s 10ms/step
>2, 4/693, d1=0.702, d2=0.689 g=0.796
2/2 [==============================] - 0s 10ms/step
>2, 5/693, d1=0.697, d2=0.677 g=0.803
2/2 [==============================] - 0s 10ms/step
>2, 6/693, d1=0.698, d2=0.656 g=0.751
2/2 [==============================] - 0s 10ms/step
>2, 7/693, d1=0.701, d2=0.674 g=0.765
2/2 [==============================] - 0s 10ms/step
>2, 8/693, d1=0.695, d2=0.678 g=0.783
2/2 [==============================] - 0s 11ms/step
>2, 9/693, d1=0.709, d2=0.671 g=0.823
2/2 [==============================] - 0s 10ms/step
>2, 10/693, d1=0.712, d2=0.695 g=0.762
2/2 [==============================] - 0s 11ms/step
>2, 11/693, d1=0.708, d2=0.665 g=0.708
2/2 [==============================] - 0s 10ms/step
>2, 12/693, d1=0.708, d2=0.659 g=0.754
2/2 [==============================] - 0s 11ms/step
>2, 13/693, d1=0.702, d2=0.687 g=0.770
2/2 [==============================] - 0s 10ms/step
>2, 14/693, d1=0.698, d2=0.691 g=0.762
2/2 [==============================] - 0s 11ms/step
>2, 15/693, d1=0.697, d2=0.692 g=0.826
2/2 [==============================] - 0s 10ms/step
>2, 16/693, d1=0.700, d2=0.674 g=0.748
2/2 [==============================] - 0s 10ms/step
>2, 17/693, d1=0.705, d2=0.710 g=0.743
2/2 [==============================] - 0s 10ms/step
>2, 18/693, d1=0.678, d2=0.681 g=0.767
2/2 [==============================] - 0s 11ms/step
>2, 19/693, d1=0.688, d2=0.671 g=0.793
2/2 [==============================] - 0s 11ms/step
>2, 20/693, d1=0.703, d2=0.668 g=0.812
2/2 [==============================] - 0s 11ms/step
>2, 21/693, d1=0.702, d2=0.682 g=0.790
2/2 [==============================] - 0s 10ms/step
>2, 22/693, d1=0.691, d2=0.643 g=0.743
2/2 [==============================] - 0s 10ms/step
>2, 23/693, d1=0.700, d2=0.657 g=0.789
2/2 [==============================] - 0s 10ms/step
>2, 24/693, d1=0.698, d2=0.672 g=0.788
2/2 [==============================] - 0s 11ms/step
>2, 25/693, d1=0.678, d2=0.687 g=0.766
2/2 [==============================] - 0s 10ms/step
>2, 26/693, d1=0.687, d2=0.695 g=0.735
2/2 [==============================] - 0s 10ms/step
>2, 27/693, d1=0.690, d2=0.670 g=0.752
2/2 [==============================] - 0s 11ms/step
>2, 28/693, d1=0.685, d2=0.677 g=0.837
2/2 [==============================] - 0s 10ms/step
>2, 29/693, d1=0.684, d2=0.696 g=0.834
2/2 [==============================] - 0s 10ms/step
>2, 30/693, d1=0.682, d2=0.667 g=0.809
2/2 [==============================] - 0s 12ms/step
>2, 31/693, d1=0.658, d2=0.666 g=0.745
2/2 [==============================] - 0s 12ms/step
>2, 32/693, d1=0.677, d2=0.709 g=0.724
2/2 [==============================] - 0s 12ms/step
>2, 33/693, d1=0.684, d2=0.648 g=0.806
2/2 [==============================] - 0s 12ms/step
>2, 34/693, d1=0.678, d2=0.686 g=0.838
2/2 [==============================] - 0s 11ms/step
>2, 35/693, d1=0.688, d2=0.657 g=0.824
2/2 [==============================] - 0s 10ms/step
>2, 36/693, d1=0.703, d2=0.692 g=0.788
2/2 [==============================] - 0s 10ms/step
>2, 37/693, d1=0.685, d2=0.697 g=0.750
2/2 [==============================] - 0s 11ms/step
>2, 38/693, d1=0.686, d2=0.691 g=0.715
2/2 [==============================] - 0s 11ms/step
>2, 39/693, d1=0.707, d2=0.679 g=0.787
2/2 [==============================] - 0s 11ms/step
>2, 40/693, d1=0.690, d2=0.712 g=0.767
2/2 [==============================] - 0s 10ms/step
>2, 41/693, d1=0.695, d2=0.706 g=0.759
2/2 [==============================] - 0s 11ms/step
>2, 42/693, d1=0.695, d2=0.687 g=0.754
2/2 [==============================] - 0s 10ms/step
>2, 43/693, d1=0.699, d2=0.659 g=0.803
2/2 [==============================] - 0s 10ms/step
>2, 44/693, d1=0.705, d2=0.679 g=0.806
2/2 [==============================] - 0s 11ms/step
>2, 45/693, d1=0.709, d2=0.686 g=0.781
2/2 [==============================] - 0s 11ms/step
>2, 46/693, d1=0.717, d2=0.670 g=0.801
2/2 [==============================] - 0s 10ms/step
>2, 47/693, d1=0.706, d2=0.689 g=0.855
2/2 [==============================] - 0s 10ms/step
>2, 48/693, d1=0.711, d2=0.664 g=0.806
2/2 [==============================] - 0s 11ms/step
>2, 49/693, d1=0.705, d2=0.631 g=0.802
2/2 [==============================] - 0s 12ms/step
>2, 50/693, d1=0.699, d2=0.655 g=0.768
2/2 [==============================] - 0s 12ms/step
>2, 51/693, d1=0.703, d2=0.681 g=0.804
2/2 [==============================] - 0s 10ms/step
>2, 52/693, d1=0.722, d2=0.621 g=0.848
2/2 [==============================] - 0s 11ms/step
>2, 53/693, d1=0.700, d2=0.675 g=0.850
2/2 [==============================] - 0s 10ms/step
>2, 54/693, d1=0.707, d2=0.660 g=0.792
2/2 [==============================] - 0s 9ms/step
>2, 55/693, d1=0.700, d2=0.650 g=0.882
2/2 [==============================] - 0s 11ms/step
>2, 56/693, d1=0.704, d2=0.655 g=0.750
2/2 [==============================] - 0s 11ms/step
>2, 57/693, d1=0.702, d2=0.675 g=0.838
2/2 [==============================] - 0s 11ms/step
>2, 58/693, d1=0.694, d2=0.678 g=0.848
2/2 [==============================] - 0s 12ms/step
>2, 59/693, d1=0.707, d2=0.650 g=0.779
2/2 [==============================] - 0s 11ms/step
>2, 60/693, d1=0.702, d2=0.670 g=0.740
2/2 [==============================] - 0s 11ms/step
>2, 61/693, d1=0.704, d2=0.647 g=0.799
2/2 [==============================] - 0s 10ms/step
>2, 62/693, d1=0.695, d2=0.690 g=0.821
2/2 [==============================] - 0s 10ms/step
>2, 63/693, d1=0.700, d2=0.675 g=0.744
2/2 [==============================] - 0s 11ms/step
>2, 64/693, d1=0.698, d2=0.693 g=0.798
2/2 [==============================] - 0s 11ms/step
>2, 65/693, d1=0.676, d2=0.706 g=0.774
2/2 [==============================] - 0s 10ms/step
>2, 66/693, d1=0.702, d2=0.648 g=0.774
2/2 [==============================] - 0s 11ms/step
>2, 67/693, d1=0.688, d2=0.688 g=0.733
2/2 [==============================] - 0s 11ms/step
>2, 68/693, d1=0.693, d2=0.657 g=0.727
2/2 [==============================] - 0s 10ms/step
>2, 69/693, d1=0.687, d2=0.665 g=0.858
2/2 [==============================] - 0s 11ms/step
>2, 70/693, d1=0.697, d2=0.676 g=0.792
2/2 [==============================] - 0s 11ms/step
>2, 71/693, d1=0.701, d2=0.686 g=0.825
2/2 [==============================] - 0s 11ms/step
>2, 72/693, d1=0.695, d2=0.698 g=0.730
2/2 [==============================] - 0s 10ms/step
>2, 73/693, d1=0.683, d2=0.670 g=0.767
2/2 [==============================] - 0s 10ms/step
>2, 74/693, d1=0.705, d2=0.713 g=0.774
2/2 [==============================] - 0s 11ms/step
>2, 75/693, d1=0.691, d2=0.681 g=0.786
2/2 [==============================] - 0s 10ms/step
>2, 76/693, d1=0.689, d2=0.664 g=0.774
2/2 [==============================] - 0s 13ms/step
>2, 77/693, d1=0.689, d2=0.707 g=0.723
2/2 [==============================] - 0s 11ms/step
>2, 78/693, d1=0.682, d2=0.674 g=0.741
2/2 [==============================] - 0s 12ms/step
>2, 79/693, d1=0.683, d2=0.691 g=0.771
2/2 [==============================] - 0s 11ms/step
>2, 80/693, d1=0.672, d2=0.654 g=0.796
2/2 [==============================] - 0s 10ms/step
>2, 81/693, d1=0.679, d2=0.710 g=0.758
2/2 [==============================] - 0s 10ms/step
>2, 82/693, d1=0.688, d2=0.701 g=0.738
2/2 [==============================] - 0s 10ms/step
>2, 83/693, d1=0.681, d2=0.701 g=0.776
2/2 [==============================] - 0s 11ms/step
>2, 84/693, d1=0.679, d2=0.689 g=0.772
2/2 [==============================] - 0s 11ms/step
>2, 85/693, d1=0.682, d2=0.667 g=0.794
2/2 [==============================] - 0s 10ms/step
>2, 86/693, d1=0.685, d2=0.691 g=0.747
2/2 [==============================] - 0s 11ms/step
>2, 87/693, d1=0.685, d2=0.665 g=0.722
2/2 [==============================] - 0s 11ms/step
>2, 88/693, d1=0.679, d2=0.669 g=0.803
2/2 [==============================] - 0s 11ms/step
>2, 89/693, d1=0.690, d2=0.664 g=0.825
2/2 [==============================] - 0s 12ms/step
>2, 90/693, d1=0.669, d2=0.646 g=0.777
2/2 [==============================] - 0s 11ms/step
>2, 91/693, d1=0.677, d2=0.693 g=0.760
2/2 [==============================] - 0s 10ms/step
>2, 92/693, d1=0.687, d2=0.687 g=0.757
2/2 [==============================] - 0s 10ms/step
>2, 93/693, d1=0.675, d2=0.690 g=0.756
2/2 [==============================] - 0s 10ms/step
>2, 94/693, d1=0.674, d2=0.685 g=0.765
2/2 [==============================] - 0s 11ms/step
>2, 95/693, d1=0.697, d2=0.709 g=0.768
2/2 [==============================] - 0s 11ms/step
>2, 96/693, d1=0.685, d2=0.653 g=0.769
2/2 [==============================] - 0s 11ms/step
>2, 97/693, d1=0.669, d2=0.699 g=0.754
2/2 [==============================] - 0s 10ms/step
>2, 98/693, d1=0.687, d2=0.683 g=0.803
2/2 [==============================] - 0s 11ms/step
>2, 99/693, d1=0.676, d2=0.699 g=0.754
2/2 [==============================] - 0s 10ms/step
>2, 100/693, d1=0.677, d2=0.701 g=0.683
2/2 [==============================] - 0s 12ms/step
>2, 101/693, d1=0.688, d2=0.697 g=0.769
2/2 [==============================] - 0s 10ms/step
>2, 102/693, d1=0.679, d2=0.692 g=0.761
2/2 [==============================] - 0s 10ms/step
>2, 103/693, d1=0.679, d2=0.710 g=0.831
2/2 [==============================] - 0s 11ms/step
>2, 104/693, d1=0.683, d2=0.668 g=0.763
2/2 [==============================] - 0s 12ms/step
>2, 105/693, d1=0.694, d2=0.685 g=0.840
2/2 [==============================] - 0s 11ms/step
>2, 106/693, d1=0.698, d2=0.689 g=0.814
2/2 [==============================] - 0s 10ms/step
>2, 107/693, d1=0.684, d2=0.684 g=0.841
2/2 [==============================] - 0s 10ms/step
>2, 108/693, d1=0.690, d2=0.696 g=0.793
2/2 [==============================] - 0s 11ms/step
>2, 109/693, d1=0.683, d2=0.712 g=0.825
2/2 [==============================] - 0s 11ms/step
>2, 110/693, d1=0.694, d2=0.701 g=0.828
2/2 [==============================] - 0s 11ms/step
>2, 111/693, d1=0.685, d2=0.702 g=0.743
2/2 [==============================] - 0s 10ms/step
>2, 112/693, d1=0.701, d2=0.682 g=0.777
2/2 [==============================] - 0s 11ms/step
>2, 113/693, d1=0.686, d2=0.662 g=0.829
2/2 [==============================] - 0s 10ms/step
>2, 114/693, d1=0.691, d2=0.667 g=0.712
2/2 [==============================] - 0s 10ms/step
>2, 115/693, d1=0.706, d2=0.695 g=0.752
2/2 [==============================] - 0s 9ms/step
>2, 116/693, d1=0.701, d2=0.675 g=0.762
2/2 [==============================] - 0s 10ms/step
>2, 117/693, d1=0.695, d2=0.705 g=0.817
2/2 [==============================] - 0s 10ms/step
>2, 118/693, d1=0.685, d2=0.671 g=0.786
2/2 [==============================] - 0s 10ms/step
>2, 119/693, d1=0.685, d2=0.666 g=0.760
2/2 [==============================] - 0s 11ms/step
>2, 120/693, d1=0.694, d2=0.687 g=0.736
2/2 [==============================] - 0s 11ms/step
>2, 121/693, d1=0.702, d2=0.630 g=0.793
2/2 [==============================] - 0s 10ms/step
>2, 122/693, d1=0.686, d2=0.725 g=0.728
2/2 [==============================] - 0s 11ms/step
>2, 123/693, d1=0.694, d2=0.687 g=0.748
2/2 [==============================] - 0s 10ms/step
>2, 124/693, d1=0.690, d2=0.694 g=0.820
2/2 [==============================] - 0s 11ms/step
>2, 125/693, d1=0.708, d2=0.693 g=0.776
2/2 [==============================] - 0s 11ms/step
>2, 126/693, d1=0.693, d2=0.680 g=0.829
2/2 [==============================] - 0s 10ms/step
>2, 127/693, d1=0.697, d2=0.707 g=0.799
2/2 [==============================] - 0s 10ms/step
>2, 128/693, d1=0.692, d2=0.678 g=0.844
2/2 [==============================] - 0s 12ms/step
>2, 129/693, d1=0.692, d2=0.695 g=0.751
2/2 [==============================] - 0s 12ms/step
>2, 130/693, d1=0.689, d2=0.685 g=0.731
2/2 [==============================] - 0s 11ms/step
>2, 131/693, d1=0.700, d2=0.706 g=0.871
2/2 [==============================] - 0s 11ms/step
>2, 132/693, d1=0.689, d2=0.641 g=0.767
2/2 [==============================] - 0s 10ms/step
>2, 133/693, d1=0.686, d2=0.709 g=0.771
2/2 [==============================] - 0s 11ms/step
>2, 134/693, d1=0.698, d2=0.684 g=0.815
2/2 [==============================] - 0s 10ms/step
>2, 135/693, d1=0.696, d2=0.683 g=0.835
2/2 [==============================] - 0s 11ms/step
>2, 136/693, d1=0.687, d2=0.685 g=0.820
2/2 [==============================] - 0s 11ms/step
>2, 137/693, d1=0.690, d2=0.685 g=0.832
2/2 [==============================] - 0s 10ms/step
>2, 138/693, d1=0.695, d2=0.686 g=0.849
2/2 [==============================] - 0s 10ms/step
>2, 139/693, d1=0.692, d2=0.665 g=0.850
2/2 [==============================] - 0s 10ms/step
>2, 140/693, d1=0.690, d2=0.648 g=0.851
2/2 [==============================] - 0s 11ms/step
>2, 141/693, d1=0.695, d2=0.701 g=0.881
2/2 [==============================] - 0s 11ms/step
>2, 142/693, d1=0.686, d2=0.673 g=0.840
2/2 [==============================] - 0s 10ms/step
>2, 143/693, d1=0.693, d2=0.686 g=0.814
2/2 [==============================] - 0s 10ms/step
>2, 144/693, d1=0.699, d2=0.671 g=0.809
2/2 [==============================] - 0s 9ms/step
>2, 145/693, d1=0.691, d2=0.687 g=0.789
2/2 [==============================] - 0s 11ms/step
>2, 146/693, d1=0.688, d2=0.642 g=0.727
2/2 [==============================] - 0s 10ms/step
>2, 147/693, d1=0.698, d2=0.656 g=0.839
2/2 [==============================] - 0s 12ms/step
>2, 148/693, d1=0.680, d2=0.675 g=0.782
2/2 [==============================] - 0s 11ms/step
>2, 149/693, d1=0.687, d2=0.683 g=0.789
2/2 [==============================] - 0s 11ms/step
>2, 150/693, d1=0.678, d2=0.683 g=0.871
2/2 [==============================] - 0s 9ms/step
>2, 151/693, d1=0.675, d2=0.703 g=0.972
2/2 [==============================] - 0s 11ms/step
>2, 152/693, d1=0.665, d2=0.701 g=0.753
2/2 [==============================] - 0s 10ms/step
>2, 153/693, d1=0.664, d2=0.693 g=0.764
2/2 [==============================] - 0s 10ms/step
>2, 154/693, d1=0.679, d2=0.664 g=0.757
2/2 [==============================] - 0s 12ms/step
>2, 155/693, d1=0.688, d2=0.721 g=0.749
2/2 [==============================] - 0s 10ms/step
>2, 156/693, d1=0.677, d2=0.723 g=0.806
2/2 [==============================] - 0s 11ms/step
>2, 157/693, d1=0.687, d2=0.703 g=0.753
2/2 [==============================] - 0s 11ms/step
>2, 158/693, d1=0.697, d2=0.673 g=0.745
2/2 [==============================] - 0s 10ms/step
>2, 159/693, d1=0.691, d2=0.695 g=0.730
2/2 [==============================] - 0s 9ms/step
>2, 160/693, d1=0.689, d2=0.696 g=0.800
2/2 [==============================] - 0s 10ms/step
>2, 161/693, d1=0.699, d2=0.669 g=0.713
2/2 [==============================] - 0s 10ms/step
>2, 162/693, d1=0.704, d2=0.664 g=0.728
2/2 [==============================] - 0s 11ms/step
>2, 163/693, d1=0.695, d2=0.693 g=0.771
2/2 [==============================] - 0s 11ms/step
>2, 164/693, d1=0.683, d2=0.693 g=0.815
2/2 [==============================] - 0s 10ms/step
>2, 165/693, d1=0.700, d2=0.652 g=0.869
2/2 [==============================] - 0s 10ms/step
>2, 166/693, d1=0.703, d2=0.665 g=0.857
2/2 [==============================] - 0s 11ms/step
>2, 167/693, d1=0.714, d2=0.692 g=0.787
2/2 [==============================] - 0s 11ms/step
>2, 168/693, d1=0.702, d2=0.678 g=0.830
2/2 [==============================] - 0s 10ms/step
>2, 169/693, d1=0.712, d2=0.639 g=0.748
2/2 [==============================] - 0s 11ms/step
>2, 170/693, d1=0.696, d2=0.636 g=0.828
2/2 [==============================] - 0s 10ms/step
>2, 171/693, d1=0.698, d2=0.658 g=0.787
2/2 [==============================] - 0s 11ms/step
>2, 172/693, d1=0.689, d2=0.657 g=0.865
2/2 [==============================] - 0s 10ms/step
>2, 173/693, d1=0.697, d2=0.669 g=0.767
2/2 [==============================] - 0s 10ms/step
>2, 174/693, d1=0.700, d2=0.695 g=0.808
2/2 [==============================] - 0s 10ms/step
>2, 175/693, d1=0.692, d2=0.688 g=0.788
2/2 [==============================] - 0s 10ms/step
>2, 176/693, d1=0.705, d2=0.698 g=0.843
2/2 [==============================] - 0s 11ms/step
>2, 177/693, d1=0.693, d2=0.648 g=0.747
2/2 [==============================] - 0s 11ms/step
>2, 178/693, d1=0.695, d2=0.691 g=0.764
2/2 [==============================] - 0s 10ms/step
>2, 179/693, d1=0.696, d2=0.674 g=0.769
2/2 [==============================] - 0s 10ms/step
>2, 180/693, d1=0.689, d2=0.681 g=0.771
2/2 [==============================] - 0s 11ms/step
>2, 181/693, d1=0.708, d2=0.699 g=0.828
2/2 [==============================] - 0s 10ms/step
>2, 182/693, d1=0.692, d2=0.669 g=0.775
2/2 [==============================] - 0s 11ms/step
>2, 183/693, d1=0.687, d2=0.707 g=0.745
2/2 [==============================] - 0s 11ms/step
>2, 184/693, d1=0.697, d2=0.708 g=0.781
2/2 [==============================] - 0s 13ms/step
>2, 185/693, d1=0.687, d2=0.715 g=0.778
2/2 [==============================] - 0s 11ms/step
>2, 186/693, d1=0.696, d2=0.695 g=0.846
2/2 [==============================] - 0s 11ms/step
>2, 187/693, d1=0.689, d2=0.713 g=0.769
2/2 [==============================] - 0s 11ms/step
>2, 188/693, d1=0.683, d2=0.674 g=0.795
2/2 [==============================] - 0s 11ms/step
>2, 189/693, d1=0.697, d2=0.722 g=0.762
2/2 [==============================] - 0s 12ms/step
>2, 190/693, d1=0.679, d2=0.730 g=0.717
2/2 [==============================] - 0s 11ms/step
>2, 191/693, d1=0.686, d2=0.700 g=0.724
2/2 [==============================] - 0s 10ms/step
>2, 192/693, d1=0.691, d2=0.715 g=0.770
2/2 [==============================] - 0s 10ms/step
>2, 193/693, d1=0.695, d2=0.659 g=0.727
2/2 [==============================] - 0s 10ms/step
>2, 194/693, d1=0.693, d2=0.725 g=0.804
2/2 [==============================] - 0s 11ms/step
>2, 195/693, d1=0.692, d2=0.694 g=0.720
2/2 [==============================] - 0s 11ms/step
>2, 196/693, d1=0.688, d2=0.692 g=0.702
2/2 [==============================] - 0s 11ms/step
>2, 197/693, d1=0.684, d2=0.678 g=0.763
2/2 [==============================] - 0s 11ms/step
>2, 198/693, d1=0.689, d2=0.685 g=0.736
2/2 [==============================] - 0s 12ms/step
>2, 199/693, d1=0.685, d2=0.682 g=0.813
2/2 [==============================] - 0s 11ms/step
>2, 200/693, d1=0.695, d2=0.692 g=0.815
2/2 [==============================] - 0s 11ms/step
>2, 201/693, d1=0.678, d2=0.702 g=0.769
2/2 [==============================] - 0s 10ms/step
>2, 202/693, d1=0.680, d2=0.701 g=0.795
2/2 [==============================] - 0s 9ms/step
>2, 203/693, d1=0.698, d2=0.676 g=0.744
2/2 [==============================] - 0s 11ms/step
>2, 204/693, d1=0.688, d2=0.685 g=0.839
2/2 [==============================] - 0s 11ms/step
>2, 205/693, d1=0.682, d2=0.682 g=0.742
2/2 [==============================] - 0s 11ms/step
>2, 206/693, d1=0.679, d2=0.638 g=0.849
2/2 [==============================] - 0s 11ms/step
>2, 207/693, d1=0.688, d2=0.688 g=0.808
2/2 [==============================] - 0s 10ms/step
>2, 208/693, d1=0.674, d2=0.677 g=0.708
2/2 [==============================] - 0s 10ms/step
>2, 209/693, d1=0.690, d2=0.701 g=0.781
2/2 [==============================] - 0s 11ms/step
>2, 210/693, d1=0.691, d2=0.658 g=0.779
2/2 [==============================] - 0s 11ms/step
>2, 211/693, d1=0.677, d2=0.683 g=0.813
2/2 [==============================] - 0s 11ms/step
>2, 212/693, d1=0.699, d2=0.681 g=0.763
2/2 [==============================] - 0s 11ms/step
>2, 213/693, d1=0.686, d2=0.667 g=0.859
2/2 [==============================] - 0s 10ms/step
>2, 214/693, d1=0.688, d2=0.686 g=0.872
2/2 [==============================] - 0s 12ms/step
>2, 215/693, d1=0.693, d2=0.675 g=0.821
2/2 [==============================] - 0s 10ms/step
>2, 216/693, d1=0.687, d2=0.677 g=0.789
2/2 [==============================] - 0s 11ms/step
>2, 217/693, d1=0.695, d2=0.678 g=0.827
2/2 [==============================] - 0s 9ms/step
>2, 218/693, d1=0.694, d2=0.666 g=0.745
2/2 [==============================] - 0s 10ms/step
>2, 219/693, d1=0.702, d2=0.683 g=0.816
2/2 [==============================] - 0s 12ms/step
>2, 220/693, d1=0.689, d2=0.657 g=0.911
2/2 [==============================] - 0s 10ms/step
>2, 221/693, d1=0.698, d2=0.675 g=0.834
2/2 [==============================] - 0s 13ms/step
>2, 222/693, d1=0.690, d2=0.675 g=0.837
2/2 [==============================] - 0s 10ms/step
>2, 223/693, d1=0.691, d2=0.644 g=0.866
2/2 [==============================] - 0s 10ms/step
>2, 224/693, d1=0.703, d2=0.672 g=0.840
2/2 [==============================] - 0s 14ms/step
>2, 225/693, d1=0.706, d2=0.661 g=0.782
2/2 [==============================] - 0s 11ms/step
>2, 226/693, d1=0.697, d2=0.634 g=0.847
2/2 [==============================] - 0s 11ms/step
>2, 227/693, d1=0.695, d2=0.637 g=0.883
2/2 [==============================] - 0s 10ms/step
>2, 228/693, d1=0.701, d2=0.662 g=0.848
2/2 [==============================] - 0s 11ms/step
>2, 229/693, d1=0.685, d2=0.682 g=0.852
2/2 [==============================] - 0s 11ms/step
>2, 230/693, d1=0.691, d2=0.626 g=0.826
2/2 [==============================] - 0s 10ms/step
>2, 231/693, d1=0.693, d2=0.660 g=0.803
2/2 [==============================] - 0s 10ms/step
>2, 232/693, d1=0.700, d2=0.654 g=0.807
2/2 [==============================] - 0s 11ms/step
>2, 233/693, d1=0.682, d2=0.677 g=0.785
2/2 [==============================] - 0s 11ms/step
>2, 234/693, d1=0.687, d2=0.665 g=0.816
2/2 [==============================] - 0s 11ms/step
>2, 235/693, d1=0.693, d2=0.632 g=0.800
2/2 [==============================] - 0s 11ms/step
>2, 236/693, d1=0.696, d2=0.671 g=0.879
2/2 [==============================] - 0s 10ms/step
>2, 237/693, d1=0.689, d2=0.662 g=0.937
2/2 [==============================] - 0s 11ms/step
>2, 238/693, d1=0.695, d2=0.669 g=0.837
2/2 [==============================] - 0s 9ms/step
>2, 239/693, d1=0.707, d2=0.685 g=0.850
2/2 [==============================] - 0s 10ms/step
>2, 240/693, d1=0.687, d2=0.684 g=0.787
2/2 [==============================] - 0s 11ms/step
>2, 241/693, d1=0.694, d2=0.666 g=0.819
2/2 [==============================] - 0s 12ms/step
>2, 242/693, d1=0.703, d2=0.670 g=0.722
2/2 [==============================] - 0s 11ms/step
>2, 243/693, d1=0.694, d2=0.686 g=0.830
2/2 [==============================] - 0s 11ms/step
>2, 244/693, d1=0.701, d2=0.715 g=0.879
2/2 [==============================] - 0s 10ms/step
>2, 245/693, d1=0.691, d2=0.705 g=0.744
2/2 [==============================] - 0s 11ms/step
>2, 246/693, d1=0.690, d2=0.659 g=0.742
2/2 [==============================] - 0s 11ms/step
>2, 247/693, d1=0.685, d2=0.651 g=0.889
2/2 [==============================] - 0s 11ms/step
>2, 248/693, d1=0.705, d2=0.691 g=0.807
2/2 [==============================] - 0s 10ms/step
>2, 249/693, d1=0.687, d2=0.706 g=0.778
2/2 [==============================] - 0s 10ms/step
>2, 250/693, d1=0.705, d2=0.704 g=0.798
2/2 [==============================] - 0s 11ms/step
>2, 251/693, d1=0.693, d2=0.680 g=0.766
2/2 [==============================] - 0s 10ms/step
>2, 252/693, d1=0.687, d2=0.702 g=0.803
2/2 [==============================] - 0s 12ms/step
>2, 253/693, d1=0.691, d2=0.685 g=0.713
2/2 [==============================] - 0s 9ms/step
>2, 254/693, d1=0.691, d2=0.710 g=0.796
2/2 [==============================] - 0s 11ms/step
>2, 255/693, d1=0.687, d2=0.699 g=0.854
2/2 [==============================] - 0s 11ms/step
>2, 256/693, d1=0.698, d2=0.674 g=0.801
2/2 [==============================] - 0s 10ms/step
>2, 257/693, d1=0.681, d2=0.683 g=0.931
2/2 [==============================] - 0s 11ms/step
>2, 258/693, d1=0.695, d2=0.661 g=0.762
2/2 [==============================] - 0s 12ms/step
>2, 259/693, d1=0.698, d2=0.647 g=0.779
2/2 [==============================] - 0s 10ms/step
>2, 260/693, d1=0.681, d2=0.689 g=0.759
2/2 [==============================] - 0s 11ms/step
>2, 261/693, d1=0.694, d2=0.683 g=0.747
2/2 [==============================] - 0s 10ms/step
>2, 262/693, d1=0.703, d2=0.687 g=0.898
2/2 [==============================] - 0s 11ms/step
>2, 263/693, d1=0.680, d2=0.679 g=0.768
2/2 [==============================] - 0s 12ms/step
>2, 264/693, d1=0.688, d2=0.719 g=0.866
2/2 [==============================] - 0s 11ms/step
>2, 265/693, d1=0.680, d2=0.716 g=0.820
2/2 [==============================] - 0s 10ms/step
>2, 266/693, d1=0.689, d2=0.705 g=0.791
2/2 [==============================] - 0s 11ms/step
>2, 267/693, d1=0.688, d2=0.677 g=0.818
2/2 [==============================] - 0s 10ms/step
>2, 268/693, d1=0.699, d2=0.668 g=0.798
2/2 [==============================] - 0s 11ms/step
>2, 269/693, d1=0.688, d2=0.703 g=0.759
2/2 [==============================] - 0s 10ms/step
>2, 270/693, d1=0.683, d2=0.657 g=0.790
2/2 [==============================] - 0s 12ms/step
>2, 271/693, d1=0.686, d2=0.700 g=0.770
2/2 [==============================] - 0s 11ms/step
>2, 272/693, d1=0.690, d2=0.705 g=0.789
2/2 [==============================] - 0s 10ms/step
>2, 273/693, d1=0.683, d2=0.693 g=0.757
2/2 [==============================] - 0s 9ms/step
>2, 274/693, d1=0.687, d2=0.710 g=0.774
2/2 [==============================] - 0s 9ms/step
>2, 275/693, d1=0.693, d2=0.701 g=0.751
2/2 [==============================] - 0s 12ms/step
>2, 276/693, d1=0.700, d2=0.670 g=0.820
2/2 [==============================] - 0s 11ms/step
>2, 277/693, d1=0.693, d2=0.673 g=0.757
2/2 [==============================] - 0s 10ms/step
>2, 278/693, d1=0.699, d2=0.667 g=0.767
2/2 [==============================] - 0s 11ms/step
>2, 279/693, d1=0.698, d2=0.685 g=0.738
2/2 [==============================] - 0s 11ms/step
>2, 280/693, d1=0.702, d2=0.695 g=0.941
2/2 [==============================] - 0s 13ms/step
>2, 281/693, d1=0.700, d2=0.661 g=0.814
2/2 [==============================] - 0s 10ms/step
>2, 282/693, d1=0.697, d2=0.665 g=0.768
2/2 [==============================] - 0s 10ms/step
>2, 283/693, d1=0.696, d2=0.676 g=0.834
2/2 [==============================] - 0s 10ms/step
>2, 284/693, d1=0.699, d2=0.699 g=0.816
2/2 [==============================] - 0s 12ms/step
>2, 285/693, d1=0.707, d2=0.675 g=0.948
2/2 [==============================] - 0s 11ms/step
>2, 286/693, d1=0.690, d2=0.687 g=0.856
2/2 [==============================] - 0s 14ms/step
>2, 287/693, d1=0.672, d2=0.668 g=0.796
2/2 [==============================] - 0s 10ms/step
>2, 288/693, d1=0.705, d2=0.655 g=0.814
2/2 [==============================] - 0s 10ms/step
>2, 289/693, d1=0.691, d2=0.696 g=0.818
2/2 [==============================] - 0s 10ms/step
>2, 290/693, d1=0.694, d2=0.654 g=0.823
2/2 [==============================] - 0s 11ms/step
>2, 291/693, d1=0.687, d2=0.661 g=0.802
2/2 [==============================] - 0s 10ms/step
>2, 292/693, d1=0.710, d2=0.667 g=0.780
2/2 [==============================] - 0s 13ms/step
>2, 293/693, d1=0.685, d2=0.646 g=0.877
2/2 [==============================] - 0s 11ms/step
>2, 294/693, d1=0.693, d2=0.670 g=0.762
2/2 [==============================] - 0s 10ms/step
>2, 295/693, d1=0.691, d2=0.656 g=0.818
2/2 [==============================] - 0s 11ms/step
>2, 296/693, d1=0.695, d2=0.660 g=0.861
2/2 [==============================] - 0s 9ms/step
>2, 297/693, d1=0.690, d2=0.697 g=0.805
2/2 [==============================] - 0s 10ms/step
>2, 298/693, d1=0.677, d2=0.634 g=0.791
2/2 [==============================] - 0s 10ms/step
>2, 299/693, d1=0.697, d2=0.677 g=0.766
2/2 [==============================] - 0s 11ms/step
>2, 300/693, d1=0.683, d2=0.656 g=0.792
2/2 [==============================] - 0s 11ms/step
>2, 301/693, d1=0.682, d2=0.671 g=0.855
2/2 [==============================] - 0s 11ms/step
>2, 302/693, d1=0.690, d2=0.710 g=0.808
2/2 [==============================] - 0s 11ms/step
>2, 303/693, d1=0.682, d2=0.681 g=0.760
2/2 [==============================] - 0s 10ms/step
>2, 304/693, d1=0.694, d2=0.689 g=0.761
2/2 [==============================] - 0s 11ms/step
>2, 305/693, d1=0.690, d2=0.640 g=0.868
2/2 [==============================] - 0s 11ms/step
>2, 306/693, d1=0.692, d2=0.665 g=0.847
2/2 [==============================] - 0s 11ms/step
>2, 307/693, d1=0.677, d2=0.693 g=0.894
2/2 [==============================] - 0s 11ms/step
>2, 308/693, d1=0.687, d2=0.703 g=0.817
2/2 [==============================] - 0s 11ms/step
>2, 309/693, d1=0.688, d2=0.701 g=0.748
2/2 [==============================] - 0s 11ms/step
>2, 310/693, d1=0.678, d2=0.681 g=0.773
2/2 [==============================] - 0s 11ms/step
>2, 311/693, d1=0.676, d2=0.682 g=0.835
2/2 [==============================] - 0s 10ms/step
>2, 312/693, d1=0.690, d2=0.691 g=0.829
2/2 [==============================] - 0s 11ms/step
>2, 313/693, d1=0.678, d2=0.684 g=0.792
2/2 [==============================] - 0s 10ms/step
>2, 314/693, d1=0.691, d2=0.691 g=0.773
2/2 [==============================] - 0s 12ms/step
>2, 315/693, d1=0.689, d2=0.664 g=0.819
2/2 [==============================] - 0s 10ms/step
>2, 316/693, d1=0.689, d2=0.703 g=0.870
2/2 [==============================] - 0s 11ms/step
>2, 317/693, d1=0.663, d2=0.704 g=0.799
2/2 [==============================] - 0s 10ms/step
>2, 318/693, d1=0.677, d2=0.689 g=0.796
2/2 [==============================] - 0s 10ms/step
>2, 319/693, d1=0.675, d2=0.690 g=0.765
2/2 [==============================] - 0s 11ms/step
>2, 320/693, d1=0.682, d2=0.719 g=0.777
2/2 [==============================] - 0s 11ms/step
>2, 321/693, d1=0.673, d2=0.649 g=0.730
2/2 [==============================] - 0s 11ms/step
>2, 322/693, d1=0.669, d2=0.684 g=0.870
2/2 [==============================] - 0s 12ms/step
>2, 323/693, d1=0.679, d2=0.724 g=0.824
2/2 [==============================] - 0s 10ms/step
>2, 324/693, d1=0.687, d2=0.666 g=0.861
2/2 [==============================] - 0s 10ms/step
>2, 325/693, d1=0.672, d2=0.667 g=0.798
2/2 [==============================] - 0s 10ms/step
>2, 326/693, d1=0.677, d2=0.663 g=0.823
2/2 [==============================] - 0s 10ms/step
>2, 327/693, d1=0.677, d2=0.694 g=0.756
2/2 [==============================] - 0s 11ms/step
>2, 328/693, d1=0.679, d2=0.681 g=0.763
2/2 [==============================] - 0s 12ms/step
>2, 329/693, d1=0.673, d2=0.706 g=0.809
2/2 [==============================] - 0s 10ms/step
>2, 330/693, d1=0.666, d2=0.727 g=0.696
2/2 [==============================] - 0s 9ms/step
>2, 331/693, d1=0.688, d2=0.675 g=0.762
2/2 [==============================] - 0s 11ms/step
>2, 332/693, d1=0.695, d2=0.701 g=0.767
2/2 [==============================] - 0s 11ms/step
>2, 333/693, d1=0.679, d2=0.720 g=0.791
2/2 [==============================] - 0s 10ms/step
>2, 334/693, d1=0.684, d2=0.735 g=0.770
2/2 [==============================] - 0s 10ms/step
>2, 335/693, d1=0.684, d2=0.696 g=0.797
2/2 [==============================] - 0s 11ms/step
>2, 336/693, d1=0.687, d2=0.720 g=0.771
2/2 [==============================] - 0s 11ms/step
>2, 337/693, d1=0.688, d2=0.685 g=0.732
2/2 [==============================] - 0s 11ms/step
>2, 338/693, d1=0.696, d2=0.690 g=0.771
2/2 [==============================] - 0s 10ms/step
>2, 339/693, d1=0.696, d2=0.704 g=0.741
2/2 [==============================] - 0s 11ms/step
>2, 340/693, d1=0.693, d2=0.699 g=0.767
2/2 [==============================] - 0s 11ms/step
>2, 341/693, d1=0.691, d2=0.699 g=0.876
2/2 [==============================] - 0s 11ms/step
>2, 342/693, d1=0.689, d2=0.677 g=0.821
2/2 [==============================] - 0s 11ms/step
>2, 343/693, d1=0.708, d2=0.680 g=0.921
2/2 [==============================] - 0s 11ms/step
>2, 344/693, d1=0.697, d2=0.683 g=0.857
2/2 [==============================] - 0s 9ms/step
>2, 345/693, d1=0.702, d2=0.661 g=0.906
2/2 [==============================] - 0s 10ms/step
>2, 346/693, d1=0.694, d2=0.660 g=0.869
2/2 [==============================] - 0s 11ms/step
>2, 347/693, d1=0.699, d2=0.671 g=0.914
2/2 [==============================] - 0s 10ms/step
>2, 348/693, d1=0.700, d2=0.682 g=0.812
2/2 [==============================] - 0s 11ms/step
>2, 349/693, d1=0.694, d2=0.670 g=0.837
2/2 [==============================] - 0s 13ms/step
>2, 350/693, d1=0.710, d2=0.637 g=0.893
2/2 [==============================] - 0s 10ms/step
>2, 351/693, d1=0.709, d2=0.679 g=0.813
2/2 [==============================] - 0s 10ms/step
>2, 352/693, d1=0.700, d2=0.660 g=0.790
2/2 [==============================] - 0s 11ms/step
>2, 353/693, d1=0.702, d2=0.686 g=0.754
2/2 [==============================] - 0s 11ms/step
>2, 354/693, d1=0.691, d2=0.664 g=0.734
2/2 [==============================] - 0s 11ms/step
>2, 355/693, d1=0.704, d2=0.666 g=0.808
2/2 [==============================] - 0s 10ms/step
>2, 356/693, d1=0.694, d2=0.699 g=0.779
2/2 [==============================] - 0s 10ms/step
>2, 357/693, d1=0.692, d2=0.681 g=0.857
2/2 [==============================] - 0s 11ms/step
>2, 358/693, d1=0.694, d2=0.639 g=0.837
2/2 [==============================] - 0s 11ms/step
>2, 359/693, d1=0.696, d2=0.651 g=0.814
2/2 [==============================] - 0s 11ms/step
>2, 360/693, d1=0.684, d2=0.641 g=0.880
2/2 [==============================] - 0s 11ms/step
>2, 361/693, d1=0.696, d2=0.655 g=0.859
2/2 [==============================] - 0s 10ms/step
>2, 362/693, d1=0.692, d2=0.661 g=0.872
2/2 [==============================] - 0s 12ms/step
>2, 363/693, d1=0.687, d2=0.672 g=0.901
2/2 [==============================] - 0s 10ms/step
>2, 364/693, d1=0.692, d2=0.685 g=0.911
2/2 [==============================] - 0s 11ms/step
>2, 365/693, d1=0.681, d2=0.686 g=0.784
2/2 [==============================] - 0s 11ms/step
>2, 366/693, d1=0.682, d2=0.666 g=0.823
2/2 [==============================] - 0s 11ms/step
>2, 367/693, d1=0.670, d2=0.665 g=0.806
2/2 [==============================] - 0s 10ms/step
>2, 368/693, d1=0.678, d2=0.683 g=0.857
2/2 [==============================] - 0s 10ms/step
>2, 369/693, d1=0.699, d2=0.652 g=0.926
2/2 [==============================] - 0s 11ms/step
>2, 370/693, d1=0.677, d2=0.653 g=0.756
2/2 [==============================] - 0s 11ms/step
>2, 371/693, d1=0.668, d2=0.673 g=0.936
2/2 [==============================] - 0s 10ms/step
>2, 372/693, d1=0.684, d2=0.694 g=0.777
2/2 [==============================] - 0s 11ms/step
>2, 373/693, d1=0.666, d2=0.703 g=0.777
2/2 [==============================] - 0s 11ms/step
>2, 374/693, d1=0.682, d2=0.656 g=0.761
2/2 [==============================] - 0s 11ms/step
>2, 375/693, d1=0.684, d2=0.666 g=0.730
2/2 [==============================] - 0s 10ms/step
>2, 376/693, d1=0.690, d2=0.649 g=0.827
2/2 [==============================] - 0s 10ms/step
>2, 377/693, d1=0.671, d2=0.704 g=0.759
2/2 [==============================] - 0s 11ms/step
>2, 378/693, d1=0.682, d2=0.665 g=0.898
2/2 [==============================] - 0s 11ms/step
>2, 379/693, d1=0.661, d2=0.679 g=0.887
2/2 [==============================] - 0s 11ms/step
>2, 380/693, d1=0.664, d2=0.661 g=0.805
2/2 [==============================] - 0s 11ms/step
>2, 381/693, d1=0.655, d2=0.708 g=0.787
2/2 [==============================] - 0s 11ms/step
>2, 382/693, d1=0.663, d2=0.687 g=0.786
2/2 [==============================] - 0s 10ms/step
>2, 383/693, d1=0.670, d2=0.698 g=0.693
2/2 [==============================] - 0s 11ms/step
>2, 384/693, d1=0.672, d2=0.668 g=0.772
2/2 [==============================] - 0s 11ms/step
>2, 385/693, d1=0.670, d2=0.685 g=0.724
2/2 [==============================] - 0s 9ms/step
>2, 386/693, d1=0.680, d2=0.718 g=0.800
2/2 [==============================] - 0s 10ms/step
>2, 387/693, d1=0.669, d2=0.727 g=0.803
2/2 [==============================] - 0s 11ms/step
>2, 388/693, d1=0.670, d2=0.725 g=0.809
2/2 [==============================] - 0s 10ms/step
>2, 389/693, d1=0.674, d2=0.708 g=0.820
2/2 [==============================] - 0s 10ms/step
>2, 390/693, d1=0.684, d2=0.704 g=0.755
2/2 [==============================] - 0s 11ms/step
>2, 391/693, d1=0.692, d2=0.704 g=0.763
2/2 [==============================] - 0s 11ms/step
>2, 392/693, d1=0.682, d2=0.669 g=0.884
2/2 [==============================] - 0s 11ms/step
>2, 393/693, d1=0.688, d2=0.671 g=0.781
2/2 [==============================] - 0s 11ms/step
>2, 394/693, d1=0.698, d2=0.680 g=0.819
2/2 [==============================] - 0s 11ms/step
>2, 395/693, d1=0.700, d2=0.687 g=0.740
2/2 [==============================] - 0s 11ms/step
>2, 396/693, d1=0.703, d2=0.682 g=0.796
2/2 [==============================] - 0s 10ms/step
>2, 397/693, d1=0.686, d2=0.697 g=0.792
2/2 [==============================] - 0s 13ms/step
>2, 398/693, d1=0.705, d2=0.697 g=0.867
2/2 [==============================] - 0s 10ms/step
>2, 399/693, d1=0.695, d2=0.691 g=0.754
2/2 [==============================] - 0s 10ms/step
>2, 400/693, d1=0.696, d2=0.652 g=0.805
2/2 [==============================] - 0s 10ms/step
>2, 401/693, d1=0.690, d2=0.649 g=0.781
2/2 [==============================] - 0s 10ms/step
>2, 402/693, d1=0.703, d2=0.667 g=0.966
2/2 [==============================] - 0s 11ms/step
>2, 403/693, d1=0.706, d2=0.668 g=0.810
2/2 [==============================] - 0s 10ms/step
>2, 404/693, d1=0.704, d2=0.689 g=0.893
2/2 [==============================] - 0s 11ms/step
>2, 405/693, d1=0.691, d2=0.664 g=0.858
2/2 [==============================] - 0s 11ms/step
>2, 406/693, d1=0.703, d2=0.662 g=0.856
2/2 [==============================] - 0s 10ms/step
>2, 407/693, d1=0.687, d2=0.691 g=0.839
2/2 [==============================] - 0s 10ms/step
>2, 408/693, d1=0.696, d2=0.675 g=0.803
2/2 [==============================] - 0s 12ms/step
>2, 409/693, d1=0.720, d2=0.658 g=0.773
2/2 [==============================] - 0s 10ms/step
>2, 410/693, d1=0.694, d2=0.671 g=0.772
2/2 [==============================] - 0s 10ms/step
>2, 411/693, d1=0.706, d2=0.677 g=0.904
2/2 [==============================] - 0s 10ms/step
>2, 412/693, d1=0.687, d2=0.686 g=0.860
2/2 [==============================] - 0s 13ms/step
>2, 413/693, d1=0.698, d2=0.660 g=0.859
2/2 [==============================] - 0s 11ms/step
>2, 414/693, d1=0.686, d2=0.703 g=0.809
2/2 [==============================] - 0s 10ms/step
>2, 415/693, d1=0.688, d2=0.714 g=0.829
2/2 [==============================] - 0s 10ms/step
>2, 416/693, d1=0.698, d2=0.697 g=0.777
2/2 [==============================] - 0s 10ms/step
>2, 417/693, d1=0.681, d2=0.712 g=0.738
2/2 [==============================] - 0s 10ms/step
>2, 418/693, d1=0.684, d2=0.703 g=0.829
2/2 [==============================] - 0s 11ms/step
>2, 419/693, d1=0.704, d2=0.659 g=0.766
2/2 [==============================] - 0s 11ms/step
>2, 420/693, d1=0.685, d2=0.680 g=0.819
2/2 [==============================] - 0s 11ms/step
>2, 421/693, d1=0.704, d2=0.734 g=0.829
2/2 [==============================] - 0s 11ms/step
>2, 422/693, d1=0.676, d2=0.734 g=0.728
2/2 [==============================] - 0s 11ms/step
>2, 423/693, d1=0.702, d2=0.709 g=0.783
2/2 [==============================] - 0s 10ms/step
>2, 424/693, d1=0.690, d2=0.720 g=0.906
2/2 [==============================] - 0s 10ms/step
>2, 425/693, d1=0.699, d2=0.698 g=0.824
2/2 [==============================] - 0s 11ms/step
>2, 426/693, d1=0.707, d2=0.671 g=0.794
2/2 [==============================] - 0s 11ms/step
>2, 427/693, d1=0.705, d2=0.705 g=0.842
2/2 [==============================] - 0s 10ms/step
>2, 428/693, d1=0.713, d2=0.691 g=0.851
2/2 [==============================] - 0s 11ms/step
>2, 429/693, d1=0.696, d2=0.670 g=0.748
2/2 [==============================] - 0s 10ms/step
>2, 430/693, d1=0.700, d2=0.688 g=0.859
2/2 [==============================] - 0s 11ms/step
>2, 431/693, d1=0.701, d2=0.637 g=0.762
2/2 [==============================] - 0s 11ms/step
>2, 432/693, d1=0.722, d2=0.655 g=0.738
2/2 [==============================] - 0s 10ms/step
>2, 433/693, d1=0.715, d2=0.662 g=0.785
2/2 [==============================] - 0s 9ms/step
>2, 434/693, d1=0.701, d2=0.663 g=0.807
2/2 [==============================] - 0s 11ms/step
>2, 435/693, d1=0.712, d2=0.682 g=0.761
2/2 [==============================] - 0s 11ms/step
>2, 436/693, d1=0.690, d2=0.679 g=0.817
2/2 [==============================] - 0s 9ms/step
>2, 437/693, d1=0.694, d2=0.677 g=0.806
2/2 [==============================] - 0s 11ms/step
>2, 438/693, d1=0.698, d2=0.667 g=0.810
2/2 [==============================] - 0s 10ms/step
>2, 439/693, d1=0.694, d2=0.677 g=0.768
2/2 [==============================] - 0s 10ms/step
>2, 440/693, d1=0.682, d2=0.664 g=0.763
2/2 [==============================] - 0s 10ms/step
>2, 441/693, d1=0.686, d2=0.680 g=0.916
2/2 [==============================] - 0s 10ms/step
>2, 442/693, d1=0.703, d2=0.700 g=0.763
2/2 [==============================] - 0s 10ms/step
>2, 443/693, d1=0.694, d2=0.673 g=0.875
2/2 [==============================] - 0s 13ms/step
>2, 444/693, d1=0.706, d2=0.656 g=0.761
2/2 [==============================] - 0s 11ms/step
>2, 445/693, d1=0.685, d2=0.648 g=0.813
2/2 [==============================] - 0s 11ms/step
>2, 446/693, d1=0.686, d2=0.666 g=0.783
2/2 [==============================] - 0s 11ms/step
>2, 447/693, d1=0.683, d2=0.654 g=0.736
2/2 [==============================] - 0s 10ms/step
>2, 448/693, d1=0.686, d2=0.660 g=0.815
2/2 [==============================] - 0s 10ms/step
>2, 449/693, d1=0.693, d2=0.651 g=0.867
2/2 [==============================] - 0s 10ms/step
>2, 450/693, d1=0.702, d2=0.669 g=0.877
2/2 [==============================] - 0s 11ms/step
>2, 451/693, d1=0.688, d2=0.708 g=0.837
2/2 [==============================] - 0s 10ms/step
>2, 452/693, d1=0.697, d2=0.659 g=0.804
2/2 [==============================] - 0s 11ms/step
>2, 453/693, d1=0.691, d2=0.674 g=0.827
2/2 [==============================] - 0s 11ms/step
>2, 454/693, d1=0.690, d2=0.651 g=0.858
2/2 [==============================] - 0s 11ms/step
>2, 455/693, d1=0.691, d2=0.609 g=0.859
2/2 [==============================] - 0s 11ms/step
>2, 456/693, d1=0.687, d2=0.678 g=0.772
2/2 [==============================] - 0s 11ms/step
>2, 457/693, d1=0.677, d2=0.683 g=0.812
2/2 [==============================] - 0s 10ms/step
>2, 458/693, d1=0.683, d2=0.687 g=0.861
2/2 [==============================] - 0s 11ms/step
>2, 459/693, d1=0.688, d2=0.639 g=0.906
2/2 [==============================] - 0s 11ms/step
>2, 460/693, d1=0.692, d2=0.664 g=0.833
2/2 [==============================] - 0s 11ms/step
>2, 461/693, d1=0.685, d2=0.639 g=0.796
2/2 [==============================] - 0s 10ms/step
>2, 462/693, d1=0.695, d2=0.688 g=0.863
2/2 [==============================] - 0s 11ms/step
>2, 463/693, d1=0.693, d2=0.662 g=0.780
2/2 [==============================] - 0s 10ms/step
>2, 464/693, d1=0.702, d2=0.660 g=0.827
2/2 [==============================] - 0s 12ms/step
>2, 465/693, d1=0.688, d2=0.654 g=0.827
2/2 [==============================] - 0s 9ms/step
>2, 466/693, d1=0.695, d2=0.628 g=0.796
2/2 [==============================] - 0s 11ms/step
>2, 467/693, d1=0.687, d2=0.672 g=0.824
2/2 [==============================] - 0s 10ms/step
>2, 468/693, d1=0.723, d2=0.616 g=0.767
2/2 [==============================] - 0s 10ms/step
>2, 469/693, d1=0.687, d2=0.648 g=0.896
2/2 [==============================] - 0s 10ms/step
>2, 470/693, d1=0.692, d2=0.660 g=0.979
2/2 [==============================] - 0s 12ms/step
>2, 471/693, d1=0.691, d2=0.674 g=0.839
2/2 [==============================] - 0s 11ms/step
>2, 472/693, d1=0.694, d2=0.683 g=0.879
2/2 [==============================] - 0s 11ms/step
>2, 473/693, d1=0.691, d2=0.679 g=0.781
2/2 [==============================] - 0s 10ms/step
>2, 474/693, d1=0.691, d2=0.677 g=0.860
2/2 [==============================] - 0s 10ms/step
>2, 475/693, d1=0.690, d2=0.704 g=0.819
2/2 [==============================] - 0s 11ms/step
>2, 476/693, d1=0.702, d2=0.689 g=0.971
2/2 [==============================] - 0s 10ms/step
>2, 477/693, d1=0.686, d2=0.709 g=0.710
2/2 [==============================] - 0s 10ms/step
>2, 478/693, d1=0.691, d2=0.709 g=0.794
2/2 [==============================] - 0s 9ms/step
>2, 479/693, d1=0.713, d2=0.650 g=0.708
2/2 [==============================] - 0s 11ms/step
>2, 480/693, d1=0.688, d2=0.713 g=0.792
2/2 [==============================] - 0s 11ms/step
>2, 481/693, d1=0.679, d2=0.705 g=0.920
2/2 [==============================] - 0s 12ms/step
>2, 482/693, d1=0.696, d2=0.700 g=0.824
2/2 [==============================] - 0s 10ms/step
>2, 483/693, d1=0.690, d2=0.653 g=0.844
2/2 [==============================] - 0s 12ms/step
>2, 484/693, d1=0.692, d2=0.701 g=0.856
2/2 [==============================] - 0s 15ms/step
>2, 485/693, d1=0.694, d2=0.705 g=0.811
2/2 [==============================] - 0s 11ms/step
>2, 486/693, d1=0.684, d2=0.709 g=0.838
2/2 [==============================] - 0s 14ms/step
>2, 487/693, d1=0.693, d2=0.707 g=0.783
2/2 [==============================] - 0s 9ms/step
>2, 488/693, d1=0.697, d2=0.700 g=0.785
2/2 [==============================] - 0s 11ms/step
>2, 489/693, d1=0.685, d2=0.681 g=0.819
2/2 [==============================] - 0s 9ms/step
>2, 490/693, d1=0.691, d2=0.693 g=0.861
2/2 [==============================] - 0s 11ms/step
>2, 491/693, d1=0.688, d2=0.673 g=0.855
2/2 [==============================] - 0s 9ms/step
>2, 492/693, d1=0.698, d2=0.681 g=0.829
2/2 [==============================] - 0s 10ms/step
>2, 493/693, d1=0.701, d2=0.663 g=0.907
2/2 [==============================] - 0s 11ms/step
>2, 494/693, d1=0.690, d2=0.655 g=0.865
2/2 [==============================] - 0s 11ms/step
>2, 495/693, d1=0.683, d2=0.666 g=0.859
2/2 [==============================] - 0s 11ms/step
>2, 496/693, d1=0.684, d2=0.691 g=0.910
2/2 [==============================] - 0s 12ms/step
>2, 497/693, d1=0.690, d2=0.668 g=0.903
2/2 [==============================] - 0s 10ms/step
>2, 498/693, d1=0.688, d2=0.677 g=0.773
2/2 [==============================] - 0s 11ms/step
>2, 499/693, d1=0.681, d2=0.641 g=0.810
2/2 [==============================] - 0s 11ms/step
>2, 500/693, d1=0.686, d2=0.677 g=0.802
2/2 [==============================] - 0s 10ms/step
>2, 501/693, d1=0.687, d2=0.645 g=0.844
2/2 [==============================] - 0s 10ms/step
>2, 502/693, d1=0.684, d2=0.686 g=0.786
2/2 [==============================] - 0s 11ms/step
>2, 503/693, d1=0.682, d2=0.645 g=0.817
2/2 [==============================] - 0s 10ms/step
>2, 504/693, d1=0.684, d2=0.701 g=0.756
2/2 [==============================] - 0s 10ms/step
>2, 505/693, d1=0.687, d2=0.705 g=0.850
2/2 [==============================] - 0s 10ms/step
>2, 506/693, d1=0.689, d2=0.693 g=0.762
2/2 [==============================] - 0s 10ms/step
>2, 507/693, d1=0.691, d2=0.720 g=0.881
2/2 [==============================] - 0s 10ms/step
>2, 508/693, d1=0.683, d2=0.682 g=0.739
2/2 [==============================] - 0s 11ms/step
>2, 509/693, d1=0.698, d2=0.696 g=0.810
2/2 [==============================] - 0s 11ms/step
>2, 510/693, d1=0.697, d2=0.726 g=0.783
2/2 [==============================] - 0s 10ms/step
>2, 511/693, d1=0.693, d2=0.717 g=0.696
2/2 [==============================] - 0s 12ms/step
>2, 512/693, d1=0.702, d2=0.680 g=0.776
2/2 [==============================] - 0s 11ms/step
>2, 513/693, d1=0.705, d2=0.680 g=0.794
2/2 [==============================] - 0s 11ms/step
>2, 514/693, d1=0.698, d2=0.668 g=0.942
2/2 [==============================] - 0s 9ms/step
>2, 515/693, d1=0.707, d2=0.657 g=0.857
2/2 [==============================] - 0s 10ms/step
>2, 516/693, d1=0.703, d2=0.677 g=0.868
2/2 [==============================] - 0s 11ms/step
>2, 517/693, d1=0.691, d2=0.660 g=0.889
2/2 [==============================] - 0s 11ms/step
>2, 518/693, d1=0.704, d2=0.660 g=0.817
2/2 [==============================] - 0s 11ms/step
>2, 519/693, d1=0.716, d2=0.651 g=0.843
2/2 [==============================] - 0s 12ms/step
>2, 520/693, d1=0.718, d2=0.683 g=0.878
2/2 [==============================] - 0s 12ms/step
>2, 521/693, d1=0.697, d2=0.651 g=0.977
2/2 [==============================] - 0s 10ms/step
>2, 522/693, d1=0.705, d2=0.674 g=0.805
2/2 [==============================] - 0s 11ms/step
>2, 523/693, d1=0.707, d2=0.675 g=0.856
2/2 [==============================] - 0s 10ms/step
>2, 524/693, d1=0.711, d2=0.667 g=0.972
2/2 [==============================] - 0s 10ms/step
>2, 525/693, d1=0.708, d2=0.646 g=1.014
2/2 [==============================] - 0s 10ms/step
>2, 526/693, d1=0.704, d2=0.631 g=0.839
2/2 [==============================] - 0s 11ms/step
>2, 527/693, d1=0.705, d2=0.656 g=0.899
2/2 [==============================] - 0s 11ms/step
>2, 528/693, d1=0.702, d2=0.638 g=0.924
2/2 [==============================] - 0s 10ms/step
>2, 529/693, d1=0.704, d2=0.661 g=0.878
2/2 [==============================] - 0s 11ms/step
>2, 530/693, d1=0.702, d2=0.647 g=0.860
2/2 [==============================] - 0s 10ms/step
>2, 531/693, d1=0.690, d2=0.642 g=0.900
2/2 [==============================] - 0s 11ms/step
>2, 532/693, d1=0.708, d2=0.658 g=0.805
2/2 [==============================] - 0s 12ms/step
>2, 533/693, d1=0.692, d2=0.668 g=0.814
2/2 [==============================] - 0s 10ms/step
>2, 534/693, d1=0.697, d2=0.665 g=0.781
2/2 [==============================] - 0s 12ms/step
>2, 535/693, d1=0.693, d2=0.693 g=0.808
2/2 [==============================] - 0s 12ms/step
>2, 536/693, d1=0.682, d2=0.683 g=0.798
2/2 [==============================] - 0s 11ms/step
>2, 537/693, d1=0.678, d2=0.672 g=0.905
2/2 [==============================] - 0s 14ms/step
>2, 538/693, d1=0.697, d2=0.687 g=0.747
2/2 [==============================] - 0s 11ms/step
>2, 539/693, d1=0.684, d2=0.685 g=0.858
2/2 [==============================] - 0s 10ms/step
>2, 540/693, d1=0.693, d2=0.677 g=0.784
2/2 [==============================] - 0s 10ms/step
>2, 541/693, d1=0.690, d2=0.725 g=0.840
2/2 [==============================] - 0s 9ms/step
>2, 542/693, d1=0.701, d2=0.709 g=0.721
2/2 [==============================] - 0s 11ms/step
>2, 543/693, d1=0.690, d2=0.693 g=0.742
2/2 [==============================] - 0s 10ms/step
>2, 544/693, d1=0.694, d2=0.679 g=0.716
2/2 [==============================] - 0s 13ms/step
>2, 545/693, d1=0.701, d2=0.698 g=0.811
2/2 [==============================] - 0s 13ms/step
>2, 546/693, d1=0.685, d2=0.720 g=0.862
2/2 [==============================] - 0s 12ms/step
>2, 547/693, d1=0.665, d2=0.698 g=0.705
2/2 [==============================] - 0s 12ms/step
>2, 548/693, d1=0.687, d2=0.705 g=0.834
2/2 [==============================] - 0s 11ms/step
>2, 549/693, d1=0.680, d2=0.699 g=0.860
2/2 [==============================] - 0s 10ms/step
>2, 550/693, d1=0.686, d2=0.693 g=0.857
2/2 [==============================] - 0s 11ms/step
>2, 551/693, d1=0.692, d2=0.704 g=0.889
2/2 [==============================] - 0s 11ms/step
>2, 552/693, d1=0.674, d2=0.679 g=0.826
2/2 [==============================] - 0s 10ms/step
>2, 553/693, d1=0.681, d2=0.710 g=0.885
2/2 [==============================] - 0s 11ms/step
>2, 554/693, d1=0.676, d2=0.689 g=0.845
2/2 [==============================] - 0s 11ms/step
>2, 555/693, d1=0.679, d2=0.687 g=0.887
2/2 [==============================] - 0s 10ms/step
>2, 556/693, d1=0.673, d2=0.677 g=0.901
2/2 [==============================] - 0s 10ms/step
>2, 557/693, d1=0.662, d2=0.685 g=0.949
2/2 [==============================] - 0s 9ms/step
>2, 558/693, d1=0.673, d2=0.683 g=0.724
2/2 [==============================] - 0s 11ms/step
>2, 559/693, d1=0.673, d2=0.701 g=0.756
2/2 [==============================] - 0s 11ms/step
>2, 560/693, d1=0.674, d2=0.714 g=0.921
2/2 [==============================] - 0s 11ms/step
>2, 561/693, d1=0.670, d2=0.679 g=0.920
2/2 [==============================] - 0s 10ms/step
>2, 562/693, d1=0.674, d2=0.701 g=0.779
2/2 [==============================] - 0s 11ms/step
>2, 563/693, d1=0.674, d2=0.686 g=0.965
2/2 [==============================] - 0s 10ms/step
>2, 564/693, d1=0.678, d2=0.682 g=0.710
2/2 [==============================] - 0s 11ms/step
>2, 565/693, d1=0.681, d2=0.709 g=0.834
2/2 [==============================] - 0s 10ms/step
>2, 566/693, d1=0.676, d2=0.735 g=0.806
2/2 [==============================] - 0s 10ms/step
>2, 567/693, d1=0.665, d2=0.730 g=0.813
2/2 [==============================] - 0s 10ms/step
>2, 568/693, d1=0.668, d2=0.695 g=0.889
2/2 [==============================] - 0s 11ms/step
>2, 569/693, d1=0.692, d2=0.737 g=0.881
2/2 [==============================] - 0s 10ms/step
>2, 570/693, d1=0.690, d2=0.715 g=0.816
2/2 [==============================] - 0s 11ms/step
>2, 571/693, d1=0.704, d2=0.715 g=0.828
2/2 [==============================] - 0s 12ms/step
>2, 572/693, d1=0.694, d2=0.686 g=0.715
2/2 [==============================] - 0s 11ms/step
>2, 573/693, d1=0.686, d2=0.671 g=0.737
2/2 [==============================] - 0s 9ms/step
>2, 574/693, d1=0.695, d2=0.678 g=0.957
2/2 [==============================] - 0s 10ms/step
>2, 575/693, d1=0.708, d2=0.677 g=0.858
2/2 [==============================] - 0s 10ms/step
>2, 576/693, d1=0.690, d2=0.703 g=0.835
2/2 [==============================] - 0s 11ms/step
>2, 577/693, d1=0.696, d2=0.651 g=0.925
2/2 [==============================] - 0s 10ms/step
>2, 578/693, d1=0.697, d2=0.659 g=0.923
2/2 [==============================] - 0s 11ms/step
>2, 579/693, d1=0.688, d2=0.682 g=0.964
2/2 [==============================] - 0s 10ms/step
>2, 580/693, d1=0.681, d2=0.655 g=0.983
2/2 [==============================] - 0s 12ms/step
>2, 581/693, d1=0.681, d2=0.642 g=0.906
2/2 [==============================] - 0s 11ms/step
>2, 582/693, d1=0.686, d2=0.700 g=0.874
2/2 [==============================] - 0s 11ms/step
>2, 583/693, d1=0.687, d2=0.636 g=0.900
2/2 [==============================] - 0s 10ms/step
>2, 584/693, d1=0.697, d2=0.686 g=0.907
2/2 [==============================] - 0s 11ms/step
>2, 585/693, d1=0.690, d2=0.647 g=0.786
2/2 [==============================] - 0s 11ms/step
>2, 586/693, d1=0.672, d2=0.692 g=0.866
2/2 [==============================] - 0s 10ms/step
>2, 587/693, d1=0.689, d2=0.679 g=0.846
2/2 [==============================] - 0s 11ms/step
>2, 588/693, d1=0.668, d2=0.687 g=0.845
2/2 [==============================] - 0s 10ms/step
>2, 589/693, d1=0.670, d2=0.688 g=0.989
2/2 [==============================] - 0s 10ms/step
>2, 590/693, d1=0.687, d2=0.662 g=0.756
2/2 [==============================] - 0s 12ms/step
>2, 591/693, d1=0.691, d2=0.686 g=0.878
2/2 [==============================] - 0s 10ms/step
>2, 592/693, d1=0.664, d2=0.666 g=0.878
2/2 [==============================] - 0s 11ms/step
>2, 593/693, d1=0.674, d2=0.661 g=0.817
2/2 [==============================] - 0s 10ms/step
>2, 594/693, d1=0.674, d2=0.714 g=0.809
2/2 [==============================] - 0s 10ms/step
>2, 595/693, d1=0.686, d2=0.674 g=0.817
2/2 [==============================] - 0s 11ms/step
>2, 596/693, d1=0.689, d2=0.664 g=0.825
2/2 [==============================] - 0s 10ms/step
>2, 597/693, d1=0.680, d2=0.672 g=0.831
2/2 [==============================] - 0s 13ms/step
>2, 598/693, d1=0.675, d2=0.676 g=0.887
2/2 [==============================] - 0s 10ms/step
>2, 599/693, d1=0.680, d2=0.690 g=0.895
2/2 [==============================] - 0s 10ms/step
>2, 600/693, d1=0.677, d2=0.688 g=0.826
2/2 [==============================] - 0s 10ms/step
>2, 601/693, d1=0.672, d2=0.686 g=0.750
2/2 [==============================] - 0s 11ms/step
>2, 602/693, d1=0.685, d2=0.717 g=0.940
2/2 [==============================] - 0s 11ms/step
>2, 603/693, d1=0.677, d2=0.674 g=0.772
2/2 [==============================] - 0s 11ms/step
>2, 604/693, d1=0.682, d2=0.713 g=0.741
2/2 [==============================] - 0s 10ms/step
>2, 605/693, d1=0.672, d2=0.678 g=0.764
2/2 [==============================] - 0s 10ms/step
>2, 606/693, d1=0.681, d2=0.696 g=0.940
2/2 [==============================] - 0s 10ms/step
>2, 607/693, d1=0.687, d2=0.695 g=0.769
2/2 [==============================] - 0s 10ms/step
>2, 608/693, d1=0.679, d2=0.636 g=0.892
2/2 [==============================] - 0s 10ms/step
>2, 609/693, d1=0.675, d2=0.684 g=0.932
2/2 [==============================] - 0s 11ms/step
>2, 610/693, d1=0.680, d2=0.682 g=0.809
2/2 [==============================] - 0s 10ms/step
>2, 611/693, d1=0.679, d2=0.689 g=0.930
2/2 [==============================] - 0s 10ms/step
>2, 612/693, d1=0.679, d2=0.680 g=0.779
2/2 [==============================] - 0s 11ms/step
>2, 613/693, d1=0.677, d2=0.705 g=0.861
2/2 [==============================] - 0s 10ms/step
>2, 614/693, d1=0.669, d2=0.667 g=0.900
2/2 [==============================] - 0s 11ms/step
>2, 615/693, d1=0.682, d2=0.650 g=0.839
2/2 [==============================] - 0s 11ms/step
>2, 616/693, d1=0.685, d2=0.660 g=0.845
2/2 [==============================] - 0s 10ms/step
>2, 617/693, d1=0.684, d2=0.695 g=0.893
2/2 [==============================] - 0s 11ms/step
>2, 618/693, d1=0.687, d2=0.680 g=0.718
2/2 [==============================] - 0s 11ms/step
>2, 619/693, d1=0.677, d2=0.698 g=0.891
2/2 [==============================] - 0s 11ms/step
>2, 620/693, d1=0.682, d2=0.700 g=0.851
2/2 [==============================] - 0s 10ms/step
>2, 621/693, d1=0.688, d2=0.689 g=0.769
2/2 [==============================] - 0s 10ms/step
>2, 622/693, d1=0.681, d2=0.707 g=0.766
2/2 [==============================] - 0s 10ms/step
>2, 623/693, d1=0.663, d2=0.734 g=0.852
2/2 [==============================] - 0s 10ms/step
>2, 624/693, d1=0.685, d2=0.701 g=0.788
2/2 [==============================] - 0s 10ms/step
>2, 625/693, d1=0.695, d2=0.720 g=0.806
2/2 [==============================] - 0s 11ms/step
>2, 626/693, d1=0.695, d2=0.694 g=0.818
2/2 [==============================] - 0s 10ms/step
>2, 627/693, d1=0.678, d2=0.690 g=0.818
2/2 [==============================] - 0s 10ms/step
>2, 628/693, d1=0.701, d2=0.686 g=0.780
2/2 [==============================] - 0s 11ms/step
>2, 629/693, d1=0.684, d2=0.654 g=0.819
2/2 [==============================] - 0s 10ms/step
>2, 630/693, d1=0.686, d2=0.682 g=0.818
2/2 [==============================] - 0s 11ms/step
>2, 631/693, d1=0.684, d2=0.701 g=0.786
2/2 [==============================] - 0s 10ms/step
>2, 632/693, d1=0.700, d2=0.708 g=0.712
2/2 [==============================] - 0s 11ms/step
>2, 633/693, d1=0.680, d2=0.695 g=0.834
2/2 [==============================] - 0s 11ms/step
>2, 634/693, d1=0.697, d2=0.691 g=0.789
2/2 [==============================] - 0s 11ms/step
>2, 635/693, d1=0.690, d2=0.688 g=0.837
2/2 [==============================] - 0s 12ms/step
>2, 636/693, d1=0.693, d2=0.674 g=0.895
2/2 [==============================] - 0s 12ms/step
>2, 637/693, d1=0.705, d2=0.710 g=0.776
2/2 [==============================] - 0s 10ms/step
>2, 638/693, d1=0.706, d2=0.686 g=0.841
2/2 [==============================] - 0s 10ms/step
>2, 639/693, d1=0.684, d2=0.682 g=0.754
2/2 [==============================] - 0s 11ms/step
>2, 640/693, d1=0.697, d2=0.628 g=0.844
2/2 [==============================] - 0s 12ms/step
>2, 641/693, d1=0.702, d2=0.634 g=0.876
2/2 [==============================] - 0s 10ms/step
>2, 642/693, d1=0.698, d2=0.688 g=0.794
2/2 [==============================] - 0s 10ms/step
>2, 643/693, d1=0.703, d2=0.656 g=0.836
2/2 [==============================] - 0s 13ms/step
>2, 644/693, d1=0.691, d2=0.632 g=0.851
2/2 [==============================] - 0s 12ms/step
>2, 645/693, d1=0.690, d2=0.683 g=0.852
2/2 [==============================] - 0s 12ms/step
>2, 646/693, d1=0.679, d2=0.684 g=0.875
2/2 [==============================] - 0s 11ms/step
>2, 647/693, d1=0.704, d2=0.680 g=0.876
2/2 [==============================] - 0s 10ms/step
>2, 648/693, d1=0.697, d2=0.692 g=0.763
2/2 [==============================] - 0s 10ms/step
>2, 649/693, d1=0.691, d2=0.682 g=0.910
2/2 [==============================] - 0s 11ms/step
>2, 650/693, d1=0.677, d2=0.657 g=0.768
2/2 [==============================] - 0s 12ms/step
>2, 651/693, d1=0.691, d2=0.677 g=0.826
2/2 [==============================] - 0s 10ms/step
>2, 652/693, d1=0.700, d2=0.671 g=0.858
2/2 [==============================] - 0s 10ms/step
>2, 653/693, d1=0.678, d2=0.665 g=0.887
2/2 [==============================] - 0s 11ms/step
>2, 654/693, d1=0.676, d2=0.646 g=0.764
2/2 [==============================] - 0s 10ms/step
>2, 655/693, d1=0.695, d2=0.689 g=0.905
2/2 [==============================] - 0s 10ms/step
>2, 656/693, d1=0.688, d2=0.659 g=0.834
2/2 [==============================] - 0s 11ms/step
>2, 657/693, d1=0.711, d2=0.672 g=0.861
2/2 [==============================] - 0s 11ms/step
>2, 658/693, d1=0.697, d2=0.687 g=0.839
2/2 [==============================] - 0s 11ms/step
>2, 659/693, d1=0.701, d2=0.633 g=0.890
2/2 [==============================] - 0s 10ms/step
>2, 660/693, d1=0.693, d2=0.685 g=0.763
2/2 [==============================] - 0s 11ms/step
>2, 661/693, d1=0.687, d2=0.688 g=0.818
2/2 [==============================] - 0s 12ms/step
>2, 662/693, d1=0.683, d2=0.648 g=0.839
2/2 [==============================] - 0s 10ms/step
>2, 663/693, d1=0.690, d2=0.700 g=0.810
2/2 [==============================] - 0s 10ms/step
>2, 664/693, d1=0.701, d2=0.686 g=0.856
2/2 [==============================] - 0s 11ms/step
>2, 665/693, d1=0.699, d2=0.684 g=0.844
2/2 [==============================] - 0s 11ms/step
>2, 666/693, d1=0.693, d2=0.647 g=0.877
2/2 [==============================] - 0s 11ms/step
>2, 667/693, d1=0.705, d2=0.660 g=0.879
2/2 [==============================] - 0s 11ms/step
>2, 668/693, d1=0.707, d2=0.666 g=0.850
2/2 [==============================] - 0s 9ms/step
>2, 669/693, d1=0.699, d2=0.678 g=0.789
2/2 [==============================] - 0s 9ms/step
>2, 670/693, d1=0.703, d2=0.670 g=0.789
2/2 [==============================] - 0s 9ms/step
>2, 671/693, d1=0.698, d2=0.621 g=0.781
2/2 [==============================] - 0s 10ms/step
>2, 672/693, d1=0.699, d2=0.642 g=0.848
2/2 [==============================] - 0s 10ms/step
>2, 673/693, d1=0.700, d2=0.670 g=0.853
2/2 [==============================] - 0s 10ms/step
>2, 674/693, d1=0.691, d2=0.685 g=0.965
2/2 [==============================] - 0s 12ms/step
>2, 675/693, d1=0.703, d2=0.671 g=0.964
2/2 [==============================] - 0s 10ms/step
>2, 676/693, d1=0.714, d2=0.695 g=0.900
2/2 [==============================] - 0s 11ms/step
>2, 677/693, d1=0.683, d2=0.673 g=0.795
2/2 [==============================] - 0s 12ms/step
>2, 678/693, d1=0.683, d2=0.695 g=0.858
2/2 [==============================] - 0s 10ms/step
>2, 679/693, d1=0.694, d2=0.647 g=0.742
2/2 [==============================] - 0s 13ms/step
>2, 680/693, d1=0.695, d2=0.681 g=0.849
2/2 [==============================] - 0s 9ms/step
>2, 681/693, d1=0.696, d2=0.678 g=0.794
2/2 [==============================] - 0s 11ms/step
>2, 682/693, d1=0.700, d2=0.674 g=0.929
2/2 [==============================] - 0s 10ms/step
>2, 683/693, d1=0.690, d2=0.665 g=0.703
2/2 [==============================] - 0s 10ms/step
>2, 684/693, d1=0.692, d2=0.641 g=0.961
2/2 [==============================] - 0s 10ms/step
>2, 685/693, d1=0.677, d2=0.675 g=0.848
2/2 [==============================] - 0s 9ms/step
>2, 686/693, d1=0.683, d2=0.691 g=0.954
2/2 [==============================] - 0s 10ms/step
>2, 687/693, d1=0.692, d2=0.702 g=0.882
2/2 [==============================] - 0s 11ms/step
>2, 688/693, d1=0.687, d2=0.687 g=0.821
2/2 [==============================] - 0s 11ms/step
>2, 689/693, d1=0.682, d2=0.708 g=0.787
2/2 [==============================] - 0s 10ms/step
>2, 690/693, d1=0.680, d2=0.686 g=0.857
2/2 [==============================] - 0s 10ms/step
>2, 691/693, d1=0.698, d2=0.693 g=0.811
2/2 [==============================] - 0s 11ms/step
>2, 692/693, d1=0.678, d2=0.709 g=0.830
2/2 [==============================] - 0s 10ms/step
>2, 693/693, d1=0.695, d2=0.685 g=1.007
2/2 [==============================] - 0s 10ms/step
>3, 1/693, d1=0.684, d2=0.704 g=0.929
2/2 [==============================] - 0s 10ms/step
>3, 2/693, d1=0.683, d2=0.701 g=0.747
2/2 [==============================] - 0s 9ms/step
>3, 3/693, d1=0.690, d2=0.685 g=0.728
2/2 [==============================] - 0s 11ms/step
>3, 4/693, d1=0.692, d2=0.691 g=0.747
2/2 [==============================] - 0s 10ms/step
>3, 5/693, d1=0.695, d2=0.685 g=0.808
2/2 [==============================] - 0s 11ms/step
>3, 6/693, d1=0.685, d2=0.695 g=0.814
2/2 [==============================] - 0s 10ms/step
>3, 7/693, d1=0.696, d2=0.684 g=0.867
2/2 [==============================] - 0s 11ms/step
>3, 8/693, d1=0.715, d2=0.691 g=0.876
2/2 [==============================] - 0s 11ms/step
>3, 9/693, d1=0.709, d2=0.646 g=0.890
2/2 [==============================] - 0s 11ms/step
>3, 10/693, d1=0.707, d2=0.673 g=0.807
2/2 [==============================] - 0s 11ms/step
>3, 11/693, d1=0.695, d2=0.662 g=0.844
2/2 [==============================] - 0s 10ms/step
>3, 12/693, d1=0.686, d2=0.695 g=0.940
2/2 [==============================] - 0s 10ms/step
>3, 13/693, d1=0.704, d2=0.697 g=0.908
2/2 [==============================] - 0s 10ms/step
>3, 14/693, d1=0.705, d2=0.646 g=0.976
2/2 [==============================] - 0s 10ms/step
>3, 15/693, d1=0.697, d2=0.677 g=0.798
2/2 [==============================] - 0s 12ms/step
>3, 16/693, d1=0.696, d2=0.663 g=0.824
2/2 [==============================] - 0s 10ms/step
>3, 17/693, d1=0.700, d2=0.673 g=0.825
2/2 [==============================] - 0s 11ms/step
>3, 18/693, d1=0.700, d2=0.685 g=0.924
2/2 [==============================] - 0s 12ms/step
>3, 19/693, d1=0.701, d2=0.667 g=0.828
2/2 [==============================] - 0s 10ms/step
>3, 20/693, d1=0.696, d2=0.681 g=0.822
2/2 [==============================] - 0s 10ms/step
>3, 21/693, d1=0.698, d2=0.678 g=0.916
2/2 [==============================] - 0s 13ms/step
>3, 22/693, d1=0.697, d2=0.628 g=0.949
2/2 [==============================] - 0s 11ms/step
>3, 23/693, d1=0.687, d2=0.668 g=0.930
2/2 [==============================] - 0s 12ms/step
>3, 24/693, d1=0.695, d2=0.688 g=0.815
2/2 [==============================] - 0s 10ms/step
>3, 25/693, d1=0.711, d2=0.672 g=0.838
2/2 [==============================] - 0s 11ms/step
>3, 26/693, d1=0.683, d2=0.647 g=0.827
2/2 [==============================] - 0s 10ms/step
>3, 27/693, d1=0.686, d2=0.665 g=0.847
2/2 [==============================] - 0s 10ms/step
>3, 28/693, d1=0.688, d2=0.695 g=0.761
2/2 [==============================] - 0s 10ms/step
>3, 29/693, d1=0.700, d2=0.676 g=0.749
2/2 [==============================] - 0s 10ms/step
>3, 30/693, d1=0.688, d2=0.684 g=0.782
2/2 [==============================] - 0s 11ms/step
>3, 31/693, d1=0.687, d2=0.690 g=0.825
2/2 [==============================] - 0s 11ms/step
>3, 32/693, d1=0.689, d2=0.657 g=0.930
2/2 [==============================] - 0s 10ms/step
>3, 33/693, d1=0.693, d2=0.686 g=0.836
2/2 [==============================] - 0s 15ms/step
>3, 34/693, d1=0.694, d2=0.673 g=0.871
2/2 [==============================] - 0s 9ms/step
>3, 35/693, d1=0.692, d2=0.666 g=0.849
2/2 [==============================] - 0s 11ms/step
>3, 36/693, d1=0.684, d2=0.666 g=0.777
2/2 [==============================] - 0s 11ms/step
>3, 37/693, d1=0.694, d2=0.699 g=0.753
2/2 [==============================] - 0s 11ms/step
>3, 38/693, d1=0.681, d2=0.692 g=0.924
2/2 [==============================] - 0s 11ms/step
>3, 39/693, d1=0.678, d2=0.687 g=0.993
2/2 [==============================] - 0s 10ms/step
>3, 40/693, d1=0.689, d2=0.689 g=0.829
2/2 [==============================] - 0s 10ms/step
>3, 41/693, d1=0.694, d2=0.685 g=0.793
2/2 [==============================] - 0s 10ms/step
>3, 42/693, d1=0.684, d2=0.671 g=0.841
2/2 [==============================] - 0s 12ms/step
>3, 43/693, d1=0.694, d2=0.671 g=0.780
2/2 [==============================] - 0s 10ms/step
>3, 44/693, d1=0.691, d2=0.675 g=0.845
2/2 [==============================] - 0s 11ms/step
>3, 45/693, d1=0.678, d2=0.699 g=0.838
2/2 [==============================] - 0s 10ms/step
>3, 46/693, d1=0.671, d2=0.671 g=0.812
2/2 [==============================] - 0s 11ms/step
>3, 47/693, d1=0.679, d2=0.699 g=0.903
2/2 [==============================] - 0s 10ms/step
>3, 48/693, d1=0.677, d2=0.698 g=0.965
2/2 [==============================] - 0s 10ms/step
>3, 49/693, d1=0.691, d2=0.689 g=0.861
2/2 [==============================] - 0s 12ms/step
>3, 50/693, d1=0.692, d2=0.672 g=0.804
2/2 [==============================] - 0s 11ms/step
>3, 51/693, d1=0.700, d2=0.673 g=0.856
2/2 [==============================] - 0s 11ms/step
>3, 52/693, d1=0.676, d2=0.679 g=0.864
2/2 [==============================] - 0s 10ms/step
>3, 53/693, d1=0.687, d2=0.682 g=0.875
2/2 [==============================] - 0s 11ms/step
>3, 54/693, d1=0.694, d2=0.684 g=0.815
2/2 [==============================] - 0s 11ms/step
>3, 55/693, d1=0.692, d2=0.664 g=0.925
2/2 [==============================] - 0s 10ms/step
>3, 56/693, d1=0.681, d2=0.727 g=0.770
2/2 [==============================] - 0s 10ms/step
>3, 57/693, d1=0.686, d2=0.693 g=0.860
2/2 [==============================] - 0s 10ms/step
>3, 58/693, d1=0.686, d2=0.689 g=0.829
2/2 [==============================] - 0s 11ms/step
>3, 59/693, d1=0.704, d2=0.687 g=0.816
2/2 [==============================] - 0s 11ms/step
>3, 60/693, d1=0.690, d2=0.700 g=0.739
2/2 [==============================] - 0s 10ms/step
>3, 61/693, d1=0.702, d2=0.671 g=0.770
2/2 [==============================] - 0s 10ms/step
>3, 62/693, d1=0.685, d2=0.696 g=0.823
2/2 [==============================] - 0s 9ms/step
>3, 63/693, d1=0.698, d2=0.661 g=0.836
2/2 [==============================] - 0s 10ms/step
>3, 64/693, d1=0.695, d2=0.707 g=0.719
2/2 [==============================] - 0s 10ms/step
>3, 65/693, d1=0.692, d2=0.690 g=0.794
2/2 [==============================] - 0s 10ms/step
>3, 66/693, d1=0.681, d2=0.686 g=0.916
2/2 [==============================] - 0s 10ms/step
>3, 67/693, d1=0.698, d2=0.697 g=0.992
2/2 [==============================] - 0s 10ms/step
>3, 68/693, d1=0.704, d2=0.684 g=0.822
2/2 [==============================] - 0s 13ms/step
>3, 69/693, d1=0.697, d2=0.687 g=0.970
2/2 [==============================] - 0s 13ms/step
>3, 70/693, d1=0.696, d2=0.656 g=0.840
2/2 [==============================] - 0s 11ms/step
>3, 71/693, d1=0.689, d2=0.662 g=0.821
2/2 [==============================] - 0s 11ms/step
>3, 72/693, d1=0.701, d2=0.697 g=0.975
2/2 [==============================] - 0s 11ms/step
>3, 73/693, d1=0.688, d2=0.684 g=0.982
2/2 [==============================] - 0s 11ms/step
>3, 74/693, d1=0.688, d2=0.654 g=0.927
2/2 [==============================] - 0s 10ms/step
>3, 75/693, d1=0.700, d2=0.666 g=0.942
2/2 [==============================] - 0s 11ms/step
>3, 76/693, d1=0.679, d2=0.657 g=0.803
2/2 [==============================] - 0s 10ms/step
>3, 77/693, d1=0.702, d2=0.669 g=0.915
2/2 [==============================] - 0s 10ms/step
>3, 78/693, d1=0.695, d2=0.702 g=0.831
2/2 [==============================] - 0s 11ms/step
>3, 79/693, d1=0.694, d2=0.692 g=1.010
2/2 [==============================] - 0s 10ms/step
>3, 80/693, d1=0.705, d2=0.629 g=0.861
2/2 [==============================] - 0s 11ms/step
>3, 81/693, d1=0.697, d2=0.672 g=0.921
2/2 [==============================] - 0s 11ms/step
>3, 82/693, d1=0.688, d2=0.689 g=0.887
2/2 [==============================] - 0s 10ms/step
>3, 83/693, d1=0.673, d2=0.670 g=0.970
2/2 [==============================] - 0s 10ms/step
>3, 84/693, d1=0.710, d2=0.679 g=0.812
2/2 [==============================] - 0s 11ms/step
>3, 85/693, d1=0.693, d2=0.679 g=0.780
2/2 [==============================] - 0s 10ms/step
>3, 86/693, d1=0.688, d2=0.716 g=0.888
2/2 [==============================] - 0s 10ms/step
>3, 87/693, d1=0.696, d2=0.685 g=0.830
2/2 [==============================] - 0s 10ms/step
>3, 88/693, d1=0.705, d2=0.686 g=0.893
2/2 [==============================] - 0s 9ms/step
>3, 89/693, d1=0.698, d2=0.693 g=0.951
2/2 [==============================] - 0s 11ms/step
>3, 90/693, d1=0.677, d2=0.702 g=0.802
2/2 [==============================] - 0s 11ms/step
>3, 91/693, d1=0.677, d2=0.669 g=0.925
2/2 [==============================] - 0s 10ms/step
>3, 92/693, d1=0.694, d2=0.690 g=0.738
2/2 [==============================] - 0s 10ms/step
>3, 93/693, d1=0.689, d2=0.676 g=0.758
2/2 [==============================] - 0s 11ms/step
>3, 94/693, d1=0.700, d2=0.705 g=0.744
2/2 [==============================] - 0s 9ms/step
>3, 95/693, d1=0.693, d2=0.651 g=0.744
2/2 [==============================] - 0s 10ms/step
>3, 96/693, d1=0.686, d2=0.683 g=0.913
2/2 [==============================] - 0s 10ms/step
>3, 97/693, d1=0.701, d2=0.685 g=0.901
2/2 [==============================] - 0s 11ms/step
>3, 98/693, d1=0.696, d2=0.676 g=0.792
2/2 [==============================] - 0s 10ms/step
>3, 99/693, d1=0.699, d2=0.675 g=0.966
2/2 [==============================] - 0s 14ms/step
>3, 100/693, d1=0.700, d2=0.660 g=0.903
2/2 [==============================] - 0s 10ms/step
>3, 101/693, d1=0.692, d2=0.661 g=0.825
2/2 [==============================] - 0s 11ms/step
>3, 102/693, d1=0.685, d2=0.652 g=0.940
2/2 [==============================] - 0s 11ms/step
>3, 103/693, d1=0.702, d2=0.693 g=0.825
2/2 [==============================] - 0s 10ms/step
>3, 104/693, d1=0.694, d2=0.645 g=0.942
2/2 [==============================] - 0s 10ms/step
>3, 105/693, d1=0.685, d2=0.676 g=0.811
2/2 [==============================] - 0s 11ms/step
>3, 106/693, d1=0.683, d2=0.627 g=0.890
2/2 [==============================] - 0s 11ms/step
>3, 107/693, d1=0.700, d2=0.661 g=0.758
2/2 [==============================] - 0s 10ms/step
>3, 108/693, d1=0.689, d2=0.656 g=0.800
2/2 [==============================] - 0s 9ms/step
>3, 109/693, d1=0.693, d2=0.694 g=1.001
2/2 [==============================] - 0s 11ms/step
>3, 110/693, d1=0.684, d2=0.686 g=0.857
2/2 [==============================] - 0s 10ms/step
>3, 111/693, d1=0.684, d2=0.689 g=0.825
2/2 [==============================] - 0s 11ms/step
>3, 112/693, d1=0.685, d2=0.649 g=0.896
2/2 [==============================] - 0s 11ms/step
>3, 113/693, d1=0.690, d2=0.676 g=0.939
2/2 [==============================] - 0s 11ms/step
>3, 114/693, d1=0.683, d2=0.680 g=0.763
2/2 [==============================] - 0s 10ms/step
>3, 115/693, d1=0.682, d2=0.681 g=0.748
2/2 [==============================] - 0s 11ms/step
>3, 116/693, d1=0.686, d2=0.673 g=0.844
2/2 [==============================] - 0s 10ms/step
>3, 117/693, d1=0.691, d2=0.673 g=0.751
2/2 [==============================] - 0s 11ms/step
>3, 118/693, d1=0.686, d2=0.686 g=0.967
2/2 [==============================] - 0s 11ms/step
>3, 119/693, d1=0.697, d2=0.675 g=0.836
2/2 [==============================] - 0s 11ms/step
>3, 120/693, d1=0.679, d2=0.689 g=0.778
2/2 [==============================] - 0s 11ms/step
>3, 121/693, d1=0.695, d2=0.696 g=0.846
2/2 [==============================] - 0s 11ms/step
>3, 122/693, d1=0.684, d2=0.672 g=0.868
2/2 [==============================] - 0s 10ms/step
>3, 123/693, d1=0.693, d2=0.711 g=0.848
2/2 [==============================] - 0s 10ms/step
>3, 124/693, d1=0.685, d2=0.670 g=0.949
2/2 [==============================] - 0s 10ms/step
>3, 125/693, d1=0.689, d2=0.682 g=0.839
2/2 [==============================] - 0s 11ms/step
>3, 126/693, d1=0.691, d2=0.686 g=0.905
2/2 [==============================] - 0s 11ms/step
>3, 127/693, d1=0.696, d2=0.653 g=0.804
2/2 [==============================] - 0s 11ms/step
>3, 128/693, d1=0.686, d2=0.671 g=0.946
2/2 [==============================] - 0s 10ms/step
>3, 129/693, d1=0.691, d2=0.687 g=0.820
2/2 [==============================] - 0s 11ms/step
>3, 130/693, d1=0.681, d2=0.673 g=0.818
2/2 [==============================] - 0s 11ms/step
>3, 131/693, d1=0.686, d2=0.656 g=0.890
2/2 [==============================] - 0s 10ms/step
>3, 132/693, d1=0.684, d2=0.669 g=0.829
2/2 [==============================] - 0s 10ms/step
>3, 133/693, d1=0.696, d2=0.677 g=0.823
2/2 [==============================] - 0s 13ms/step
>3, 134/693, d1=0.674, d2=0.695 g=0.795
2/2 [==============================] - 0s 11ms/step
>3, 135/693, d1=0.694, d2=0.679 g=0.923
2/2 [==============================] - 0s 10ms/step
>3, 136/693, d1=0.685, d2=0.653 g=0.861
2/2 [==============================] - 0s 10ms/step
>3, 137/693, d1=0.686, d2=0.672 g=0.980
2/2 [==============================] - 0s 10ms/step
>3, 138/693, d1=0.689, d2=0.684 g=0.826
2/2 [==============================] - 0s 9ms/step
>3, 139/693, d1=0.684, d2=0.660 g=0.915
2/2 [==============================] - 0s 11ms/step
>3, 140/693, d1=0.677, d2=0.660 g=0.736
2/2 [==============================] - 0s 11ms/step
>3, 141/693, d1=0.673, d2=0.696 g=0.794
2/2 [==============================] - 0s 12ms/step
>3, 142/693, d1=0.687, d2=0.674 g=0.823
2/2 [==============================] - 0s 11ms/step
>3, 143/693, d1=0.692, d2=0.688 g=0.853
2/2 [==============================] - 0s 11ms/step
>3, 144/693, d1=0.685, d2=0.678 g=0.814
2/2 [==============================] - 0s 12ms/step
>3, 145/693, d1=0.689, d2=0.657 g=0.914
2/2 [==============================] - 0s 10ms/step
>3, 146/693, d1=0.699, d2=0.681 g=0.869
2/2 [==============================] - 0s 11ms/step
>3, 147/693, d1=0.681, d2=0.678 g=0.752
2/2 [==============================] - 0s 12ms/step
>3, 148/693, d1=0.683, d2=0.711 g=0.744
2/2 [==============================] - 0s 10ms/step
>3, 149/693, d1=0.682, d2=0.682 g=0.908
2/2 [==============================] - 0s 10ms/step
>3, 150/693, d1=0.690, d2=0.721 g=0.919
2/2 [==============================] - 0s 10ms/step
>3, 151/693, d1=0.670, d2=0.707 g=0.833
2/2 [==============================] - 0s 11ms/step
>3, 152/693, d1=0.686, d2=0.708 g=0.787
2/2 [==============================] - 0s 10ms/step
>3, 153/693, d1=0.687, d2=0.696 g=0.801
2/2 [==============================] - 0s 10ms/step
>3, 154/693, d1=0.694, d2=0.693 g=0.798
2/2 [==============================] - 0s 11ms/step
>3, 155/693, d1=0.679, d2=0.694 g=0.758
2/2 [==============================] - 0s 10ms/step
>3, 156/693, d1=0.683, d2=0.668 g=0.893
2/2 [==============================] - 0s 10ms/step
>3, 157/693, d1=0.682, d2=0.723 g=0.738
2/2 [==============================] - 0s 11ms/step
>3, 158/693, d1=0.681, d2=0.695 g=0.820
2/2 [==============================] - 0s 11ms/step
>3, 159/693, d1=0.678, d2=0.692 g=0.860
2/2 [==============================] - 0s 10ms/step
>3, 160/693, d1=0.679, d2=0.703 g=0.822
2/2 [==============================] - 0s 10ms/step
>3, 161/693, d1=0.667, d2=0.696 g=0.808
2/2 [==============================] - 0s 11ms/step
>3, 162/693, d1=0.683, d2=0.664 g=0.709
2/2 [==============================] - 0s 9ms/step
>3, 163/693, d1=0.684, d2=0.702 g=0.901
2/2 [==============================] - 0s 11ms/step
>3, 164/693, d1=0.693, d2=0.687 g=0.816
2/2 [==============================] - 0s 16ms/step
>3, 165/693, d1=0.687, d2=0.718 g=0.921
2/2 [==============================] - 0s 11ms/step
>3, 166/693, d1=0.666, d2=0.683 g=0.861
2/2 [==============================] - 0s 11ms/step
>3, 167/693, d1=0.661, d2=0.687 g=0.853
2/2 [==============================] - 0s 11ms/step
>3, 168/693, d1=0.668, d2=0.722 g=0.894
2/2 [==============================] - 0s 10ms/step
>3, 169/693, d1=0.674, d2=0.690 g=0.988
2/2 [==============================] - 0s 10ms/step
>3, 170/693, d1=0.687, d2=0.706 g=0.979
2/2 [==============================] - 0s 10ms/step
>3, 171/693, d1=0.697, d2=0.709 g=0.881
2/2 [==============================] - 0s 10ms/step
>3, 172/693, d1=0.675, d2=0.682 g=0.793
2/2 [==============================] - 0s 11ms/step
>3, 173/693, d1=0.687, d2=0.713 g=0.842
2/2 [==============================] - 0s 10ms/step
>3, 174/693, d1=0.682, d2=0.689 g=0.855
2/2 [==============================] - 0s 11ms/step
>3, 175/693, d1=0.689, d2=0.713 g=0.877
2/2 [==============================] - 0s 10ms/step
>3, 176/693, d1=0.693, d2=0.691 g=0.782
2/2 [==============================] - 0s 11ms/step
>3, 177/693, d1=0.685, d2=0.700 g=0.871
2/2 [==============================] - 0s 11ms/step
>3, 178/693, d1=0.699, d2=0.688 g=0.871
2/2 [==============================] - 0s 10ms/step
>3, 179/693, d1=0.685, d2=0.695 g=0.815
2/2 [==============================] - 0s 10ms/step
>3, 180/693, d1=0.715, d2=0.674 g=0.888
2/2 [==============================] - 0s 10ms/step
>3, 181/693, d1=0.704, d2=0.666 g=0.811
2/2 [==============================] - 0s 11ms/step
>3, 182/693, d1=0.697, d2=0.688 g=0.758
2/2 [==============================] - 0s 10ms/step
>3, 183/693, d1=0.698, d2=0.645 g=0.915
2/2 [==============================] - 0s 10ms/step
>3, 184/693, d1=0.691, d2=0.687 g=0.840
2/2 [==============================] - 0s 15ms/step
>3, 185/693, d1=0.701, d2=0.643 g=0.889
2/2 [==============================] - 0s 11ms/step
>3, 186/693, d1=0.702, d2=0.703 g=0.918
2/2 [==============================] - 0s 11ms/step
>3, 187/693, d1=0.695, d2=0.675 g=0.907
2/2 [==============================] - 0s 10ms/step
>3, 188/693, d1=0.710, d2=0.637 g=0.748
2/2 [==============================] - 0s 11ms/step
>3, 189/693, d1=0.693, d2=0.640 g=0.829
2/2 [==============================] - 0s 11ms/step
>3, 190/693, d1=0.696, d2=0.658 g=0.891
2/2 [==============================] - 0s 10ms/step
>3, 191/693, d1=0.692, d2=0.661 g=0.773
2/2 [==============================] - 0s 11ms/step
>3, 192/693, d1=0.695, d2=0.649 g=0.775
2/2 [==============================] - 0s 10ms/step
>3, 193/693, d1=0.686, d2=0.683 g=0.888
2/2 [==============================] - 0s 11ms/step
>3, 194/693, d1=0.692, d2=0.653 g=0.939
2/2 [==============================] - 0s 11ms/step
>3, 195/693, d1=0.685, d2=0.672 g=0.858
2/2 [==============================] - 0s 10ms/step
>3, 196/693, d1=0.687, d2=0.648 g=0.769
2/2 [==============================] - 0s 10ms/step
>3, 197/693, d1=0.695, d2=0.676 g=0.920
2/2 [==============================] - 0s 10ms/step
>3, 198/693, d1=0.687, d2=0.668 g=0.947
2/2 [==============================] - 0s 12ms/step
>3, 199/693, d1=0.693, d2=0.693 g=0.758
2/2 [==============================] - 0s 11ms/step
>3, 200/693, d1=0.685, d2=0.686 g=0.852
2/2 [==============================] - 0s 11ms/step
>3, 201/693, d1=0.688, d2=0.684 g=0.923
2/2 [==============================] - 0s 10ms/step
>3, 202/693, d1=0.700, d2=0.682 g=0.848
2/2 [==============================] - 0s 11ms/step
>3, 203/693, d1=0.702, d2=0.671 g=0.851
2/2 [==============================] - 0s 10ms/step
>3, 204/693, d1=0.696, d2=0.705 g=0.722
2/2 [==============================] - 0s 12ms/step
>3, 205/693, d1=0.697, d2=0.677 g=0.841
2/2 [==============================] - 0s 10ms/step
>3, 206/693, d1=0.693, d2=0.672 g=0.876
2/2 [==============================] - 0s 9ms/step
>3, 207/693, d1=0.683, d2=0.691 g=0.770
2/2 [==============================] - 0s 10ms/step
>3, 208/693, d1=0.667, d2=0.688 g=0.938
2/2 [==============================] - 0s 10ms/step
>3, 209/693, d1=0.694, d2=0.699 g=0.916
2/2 [==============================] - 0s 9ms/step
>3, 210/693, d1=0.685, d2=0.692 g=0.842
2/2 [==============================] - 0s 10ms/step
>3, 211/693, d1=0.683, d2=0.681 g=0.890
2/2 [==============================] - 0s 11ms/step
>3, 212/693, d1=0.686, d2=0.650 g=0.874
2/2 [==============================] - 0s 10ms/step
>3, 213/693, d1=0.679, d2=0.691 g=0.873
2/2 [==============================] - 0s 10ms/step
>3, 214/693, d1=0.678, d2=0.698 g=0.819
2/2 [==============================] - 0s 10ms/step
>3, 215/693, d1=0.691, d2=0.689 g=0.881
2/2 [==============================] - 0s 11ms/step
>3, 216/693, d1=0.699, d2=0.699 g=0.846
2/2 [==============================] - 0s 10ms/step
>3, 217/693, d1=0.672, d2=0.661 g=0.822
2/2 [==============================] - 0s 11ms/step
>3, 218/693, d1=0.692, d2=0.686 g=0.817
2/2 [==============================] - 0s 10ms/step
>3, 219/693, d1=0.688, d2=0.697 g=0.831
2/2 [==============================] - 0s 10ms/step
>3, 220/693, d1=0.675, d2=0.665 g=0.918
2/2 [==============================] - 0s 10ms/step
>3, 221/693, d1=0.673, d2=0.642 g=0.834
2/2 [==============================] - 0s 11ms/step
>3, 222/693, d1=0.678, d2=0.677 g=0.894
2/2 [==============================] - 0s 11ms/step
>3, 223/693, d1=0.682, d2=0.679 g=0.960
2/2 [==============================] - 0s 11ms/step
>3, 224/693, d1=0.670, d2=0.680 g=0.749
2/2 [==============================] - 0s 10ms/step
>3, 225/693, d1=0.679, d2=0.692 g=0.762
2/2 [==============================] - 0s 11ms/step
>3, 226/693, d1=0.670, d2=0.633 g=0.813
2/2 [==============================] - 0s 10ms/step
>3, 227/693, d1=0.669, d2=0.634 g=0.799
2/2 [==============================] - 0s 11ms/step
>3, 228/693, d1=0.670, d2=0.697 g=0.807
2/2 [==============================] - 0s 9ms/step
>3, 229/693, d1=0.668, d2=0.682 g=0.852
2/2 [==============================] - 0s 11ms/step
>3, 230/693, d1=0.690, d2=0.685 g=0.868
2/2 [==============================] - 0s 10ms/step
>3, 231/693, d1=0.677, d2=0.720 g=0.892
2/2 [==============================] - 0s 11ms/step
>3, 232/693, d1=0.681, d2=0.657 g=0.876
2/2 [==============================] - 0s 11ms/step
>3, 233/693, d1=0.676, d2=0.739 g=0.997
2/2 [==============================] - 0s 10ms/step
>3, 234/693, d1=0.680, d2=0.705 g=0.770
2/2 [==============================] - 0s 9ms/step
>3, 235/693, d1=0.664, d2=0.701 g=0.945
2/2 [==============================] - 0s 10ms/step
>3, 236/693, d1=0.664, d2=0.694 g=0.804
2/2 [==============================] - 0s 10ms/step
>3, 237/693, d1=0.684, d2=0.700 g=0.787
2/2 [==============================] - 0s 10ms/step
>3, 238/693, d1=0.689, d2=0.692 g=0.777
2/2 [==============================] - 0s 10ms/step
>3, 239/693, d1=0.685, d2=0.714 g=0.864
2/2 [==============================] - 0s 11ms/step
>3, 240/693, d1=0.692, d2=0.670 g=0.783
2/2 [==============================] - 0s 10ms/step
>3, 241/693, d1=0.684, d2=0.693 g=0.838
2/2 [==============================] - 0s 11ms/step
>3, 242/693, d1=0.698, d2=0.713 g=0.874
2/2 [==============================] - 0s 10ms/step
>3, 243/693, d1=0.689, d2=0.683 g=0.820
2/2 [==============================] - 0s 10ms/step
>3, 244/693, d1=0.675, d2=0.712 g=0.936
2/2 [==============================] - 0s 11ms/step
>3, 245/693, d1=0.707, d2=0.673 g=0.730
2/2 [==============================] - 0s 10ms/step
>3, 246/693, d1=0.684, d2=0.658 g=0.959
2/2 [==============================] - 0s 11ms/step
>3, 247/693, d1=0.696, d2=0.662 g=0.920
2/2 [==============================] - 0s 9ms/step
>3, 248/693, d1=0.712, d2=0.681 g=0.736
2/2 [==============================] - 0s 10ms/step
>3, 249/693, d1=0.700, d2=0.642 g=0.859
2/2 [==============================] - 0s 10ms/step
>3, 250/693, d1=0.695, d2=0.652 g=0.814
2/2 [==============================] - 0s 11ms/step
>3, 251/693, d1=0.683, d2=0.652 g=0.928
2/2 [==============================] - 0s 10ms/step
>3, 252/693, d1=0.698, d2=0.642 g=0.892
2/2 [==============================] - 0s 10ms/step
>3, 253/693, d1=0.696, d2=0.645 g=0.850
2/2 [==============================] - 0s 11ms/step
>3, 254/693, d1=0.686, d2=0.673 g=0.887
2/2 [==============================] - 0s 10ms/step
>3, 255/693, d1=0.695, d2=0.684 g=0.994
2/2 [==============================] - 0s 9ms/step
>3, 256/693, d1=0.676, d2=0.664 g=0.868
2/2 [==============================] - 0s 10ms/step
>3, 257/693, d1=0.689, d2=0.657 g=0.807
2/2 [==============================] - 0s 10ms/step
>3, 258/693, d1=0.688, d2=0.698 g=0.869
2/2 [==============================] - 0s 11ms/step
>3, 259/693, d1=0.693, d2=0.685 g=0.761
2/2 [==============================] - 0s 10ms/step
>3, 260/693, d1=0.687, d2=0.696 g=0.830
2/2 [==============================] - 0s 12ms/step
>3, 261/693, d1=0.697, d2=0.680 g=0.798
2/2 [==============================] - 0s 10ms/step
>3, 262/693, d1=0.700, d2=0.686 g=0.750
2/2 [==============================] - 0s 10ms/step
>3, 263/693, d1=0.687, d2=0.707 g=0.845
2/2 [==============================] - 0s 9ms/step
>3, 264/693, d1=0.681, d2=0.628 g=0.885
2/2 [==============================] - 0s 10ms/step
>3, 265/693, d1=0.691, d2=0.683 g=0.757
2/2 [==============================] - 0s 11ms/step
>3, 266/693, d1=0.686, d2=0.647 g=0.977
2/2 [==============================] - 0s 11ms/step
>3, 267/693, d1=0.696, d2=0.704 g=0.877
2/2 [==============================] - 0s 11ms/step
>3, 268/693, d1=0.693, d2=0.700 g=0.838
2/2 [==============================] - 0s 12ms/step
>3, 269/693, d1=0.694, d2=0.654 g=0.903
2/2 [==============================] - 0s 9ms/step
>3, 270/693, d1=0.699, d2=0.672 g=0.772
2/2 [==============================] - 0s 11ms/step
>3, 271/693, d1=0.665, d2=0.704 g=0.780
2/2 [==============================] - 0s 11ms/step
>3, 272/693, d1=0.687, d2=0.692 g=0.869
2/2 [==============================] - 0s 11ms/step
>3, 273/693, d1=0.687, d2=0.685 g=0.838
2/2 [==============================] - 0s 11ms/step
>3, 274/693, d1=0.692, d2=0.699 g=0.849
2/2 [==============================] - 0s 10ms/step
>3, 275/693, d1=0.693, d2=0.671 g=0.775
2/2 [==============================] - 0s 11ms/step
>3, 276/693, d1=0.682, d2=0.683 g=0.828
2/2 [==============================] - 0s 11ms/step
>3, 277/693, d1=0.693, d2=0.691 g=0.865
2/2 [==============================] - 0s 9ms/step
>3, 278/693, d1=0.691, d2=0.671 g=0.889
2/2 [==============================] - 0s 10ms/step
>3, 279/693, d1=0.676, d2=0.658 g=0.815
2/2 [==============================] - 0s 10ms/step
>3, 280/693, d1=0.687, d2=0.661 g=0.791
2/2 [==============================] - 0s 10ms/step
>3, 281/693, d1=0.692, d2=0.699 g=0.901
2/2 [==============================] - 0s 10ms/step
>3, 282/693, d1=0.671, d2=0.682 g=0.858
2/2 [==============================] - 0s 10ms/step
>3, 283/693, d1=0.704, d2=0.677 g=0.884
2/2 [==============================] - 0s 12ms/step
>3, 284/693, d1=0.672, d2=0.657 g=0.842
2/2 [==============================] - 0s 10ms/step
>3, 285/693, d1=0.675, d2=0.663 g=0.975
2/2 [==============================] - 0s 10ms/step
>3, 286/693, d1=0.671, d2=0.677 g=0.731
2/2 [==============================] - 0s 11ms/step
>3, 287/693, d1=0.677, d2=0.695 g=0.995
2/2 [==============================] - 0s 12ms/step
>3, 288/693, d1=0.674, d2=0.716 g=0.867
2/2 [==============================] - 0s 9ms/step
>3, 289/693, d1=0.677, d2=0.698 g=0.875
2/2 [==============================] - 0s 10ms/step
>3, 290/693, d1=0.679, d2=0.712 g=0.838
2/2 [==============================] - 0s 10ms/step
>3, 291/693, d1=0.685, d2=0.681 g=0.817
2/2 [==============================] - 0s 10ms/step
>3, 292/693, d1=0.672, d2=0.699 g=0.897
2/2 [==============================] - 0s 10ms/step
>3, 293/693, d1=0.681, d2=0.695 g=0.771
2/2 [==============================] - 0s 10ms/step
>3, 294/693, d1=0.684, d2=0.708 g=0.908
2/2 [==============================] - 0s 10ms/step
>3, 295/693, d1=0.688, d2=0.693 g=0.948
2/2 [==============================] - 0s 10ms/step
>3, 296/693, d1=0.685, d2=0.695 g=0.837
2/2 [==============================] - 0s 10ms/step
>3, 297/693, d1=0.684, d2=0.714 g=0.866
2/2 [==============================] - 0s 10ms/step
>3, 298/693, d1=0.687, d2=0.701 g=0.861
2/2 [==============================] - 0s 10ms/step
>3, 299/693, d1=0.692, d2=0.713 g=0.802
2/2 [==============================] - 0s 11ms/step
>3, 300/693, d1=0.690, d2=0.715 g=0.811
2/2 [==============================] - 0s 10ms/step
>3, 301/693, d1=0.691, d2=0.695 g=0.903
2/2 [==============================] - 0s 10ms/step
>3, 302/693, d1=0.688, d2=0.690 g=0.778
2/2 [==============================] - 0s 9ms/step
>3, 303/693, d1=0.699, d2=0.682 g=0.740
2/2 [==============================] - 0s 11ms/step
>3, 304/693, d1=0.691, d2=0.690 g=0.819
2/2 [==============================] - 0s 10ms/step
>3, 305/693, d1=0.688, d2=0.698 g=0.814
2/2 [==============================] - 0s 11ms/step
>3, 306/693, d1=0.691, d2=0.709 g=0.785
2/2 [==============================] - 0s 10ms/step
>3, 307/693, d1=0.697, d2=0.696 g=0.786
2/2 [==============================] - 0s 11ms/step
>3, 308/693, d1=0.698, d2=0.701 g=0.800
2/2 [==============================] - 0s 11ms/step
>3, 309/693, d1=0.704, d2=0.679 g=0.888
2/2 [==============================] - 0s 10ms/step
>3, 310/693, d1=0.696, d2=0.666 g=0.797
2/2 [==============================] - 0s 10ms/step
>3, 311/693, d1=0.694, d2=0.648 g=0.794
2/2 [==============================] - 0s 13ms/step
>3, 312/693, d1=0.688, d2=0.653 g=0.892
2/2 [==============================] - 0s 10ms/step
>3, 313/693, d1=0.686, d2=0.676 g=0.799
2/2 [==============================] - 0s 11ms/step
>3, 314/693, d1=0.699, d2=0.664 g=0.800
2/2 [==============================] - 0s 10ms/step
>3, 315/693, d1=0.683, d2=0.683 g=0.869
2/2 [==============================] - 0s 11ms/step
>3, 316/693, d1=0.692, d2=0.648 g=0.897
2/2 [==============================] - 0s 11ms/step
>3, 317/693, d1=0.693, d2=0.673 g=0.992
2/2 [==============================] - 0s 10ms/step
>3, 318/693, d1=0.687, d2=0.659 g=0.858
2/2 [==============================] - 0s 10ms/step
>3, 319/693, d1=0.682, d2=0.678 g=0.736
2/2 [==============================] - 0s 10ms/step
>3, 320/693, d1=0.679, d2=0.683 g=0.930
2/2 [==============================] - 0s 10ms/step
>3, 321/693, d1=0.688, d2=0.654 g=0.829
2/2 [==============================] - 0s 11ms/step
>3, 322/693, d1=0.679, d2=0.688 g=0.787
2/2 [==============================] - 0s 11ms/step
>3, 323/693, d1=0.684, d2=0.647 g=0.917
2/2 [==============================] - 0s 11ms/step
>3, 324/693, d1=0.689, d2=0.659 g=0.920
2/2 [==============================] - 0s 11ms/step
>3, 325/693, d1=0.692, d2=0.697 g=0.970
2/2 [==============================] - 0s 9ms/step
>3, 326/693, d1=0.673, d2=0.677 g=0.819
2/2 [==============================] - 0s 11ms/step
>3, 327/693, d1=0.685, d2=0.673 g=0.815
2/2 [==============================] - 0s 12ms/step
>3, 328/693, d1=0.679, d2=0.678 g=0.941
2/2 [==============================] - 0s 10ms/step
>3, 329/693, d1=0.682, d2=0.681 g=0.905
2/2 [==============================] - 0s 10ms/step
>3, 330/693, d1=0.690, d2=0.703 g=0.835
2/2 [==============================] - 0s 10ms/step
>3, 331/693, d1=0.673, d2=0.722 g=0.737
2/2 [==============================] - 0s 10ms/step
>3, 332/693, d1=0.687, d2=0.681 g=0.803
2/2 [==============================] - 0s 12ms/step
>3, 333/693, d1=0.681, d2=0.699 g=0.776
2/2 [==============================] - 0s 13ms/step
>3, 334/693, d1=0.679, d2=0.686 g=0.892
2/2 [==============================] - 0s 11ms/step
>3, 335/693, d1=0.685, d2=0.688 g=0.870
2/2 [==============================] - 0s 11ms/step
>3, 336/693, d1=0.682, d2=0.714 g=0.839
2/2 [==============================] - 0s 11ms/step
>3, 337/693, d1=0.694, d2=0.641 g=1.032
2/2 [==============================] - 0s 11ms/step
>3, 338/693, d1=0.681, d2=0.689 g=0.911
2/2 [==============================] - 0s 11ms/step
>3, 339/693, d1=0.687, d2=0.705 g=0.811
2/2 [==============================] - 0s 10ms/step
>3, 340/693, d1=0.672, d2=0.713 g=0.811
2/2 [==============================] - 0s 9ms/step
>3, 341/693, d1=0.682, d2=0.642 g=0.850
2/2 [==============================] - 0s 10ms/step
>3, 342/693, d1=0.679, d2=0.658 g=0.809
2/2 [==============================] - 0s 10ms/step
>3, 343/693, d1=0.686, d2=0.712 g=0.950
2/2 [==============================] - 0s 11ms/step
>3, 344/693, d1=0.684, d2=0.700 g=0.818
2/2 [==============================] - 0s 10ms/step
>3, 345/693, d1=0.675, d2=0.671 g=0.799
2/2 [==============================] - 0s 10ms/step
>3, 346/693, d1=0.672, d2=0.659 g=0.891
2/2 [==============================] - 0s 11ms/step
>3, 347/693, d1=0.680, d2=0.647 g=0.825
2/2 [==============================] - 0s 11ms/step
>3, 348/693, d1=0.685, d2=0.651 g=0.795
2/2 [==============================] - 0s 10ms/step
>3, 349/693, d1=0.673, d2=0.675 g=0.819
2/2 [==============================] - 0s 12ms/step
>3, 350/693, d1=0.670, d2=0.685 g=0.851
2/2 [==============================] - 0s 10ms/step
>3, 351/693, d1=0.670, d2=0.705 g=0.789
2/2 [==============================] - 0s 10ms/step
>3, 352/693, d1=0.666, d2=0.704 g=0.878
2/2 [==============================] - 0s 10ms/step
>3, 353/693, d1=0.667, d2=0.652 g=0.807
2/2 [==============================] - 0s 11ms/step
>3, 354/693, d1=0.677, d2=0.711 g=0.813
2/2 [==============================] - 0s 11ms/step
>3, 355/693, d1=0.676, d2=0.683 g=0.804
2/2 [==============================] - 0s 10ms/step
>3, 356/693, d1=0.673, d2=0.693 g=0.890
2/2 [==============================] - 0s 12ms/step
>3, 357/693, d1=0.680, d2=0.696 g=0.797
2/2 [==============================] - 0s 10ms/step
>3, 358/693, d1=0.663, d2=0.712 g=0.931
2/2 [==============================] - 0s 11ms/step
>3, 359/693, d1=0.682, d2=0.736 g=0.865
2/2 [==============================] - 0s 10ms/step
>3, 360/693, d1=0.672, d2=0.722 g=0.794
2/2 [==============================] - 0s 11ms/step
>3, 361/693, d1=0.677, d2=0.726 g=0.764
2/2 [==============================] - 0s 9ms/step
>3, 362/693, d1=0.685, d2=0.677 g=0.802
2/2 [==============================] - 0s 10ms/step
>3, 363/693, d1=0.686, d2=0.704 g=0.804
2/2 [==============================] - 0s 10ms/step
>3, 364/693, d1=0.697, d2=0.707 g=0.842
2/2 [==============================] - 0s 11ms/step
>3, 365/693, d1=0.693, d2=0.700 g=0.917
2/2 [==============================] - 0s 10ms/step
>3, 366/693, d1=0.694, d2=0.706 g=0.831
2/2 [==============================] - 0s 10ms/step
>3, 367/693, d1=0.696, d2=0.651 g=0.919
2/2 [==============================] - 0s 10ms/step
>3, 368/693, d1=0.694, d2=0.673 g=0.752
2/2 [==============================] - 0s 11ms/step
>3, 369/693, d1=0.689, d2=0.707 g=0.876
2/2 [==============================] - 0s 11ms/step
>3, 370/693, d1=0.697, d2=0.633 g=0.826
2/2 [==============================] - 0s 11ms/step
>3, 371/693, d1=0.700, d2=0.665 g=0.731
2/2 [==============================] - 0s 10ms/step
>3, 372/693, d1=0.695, d2=0.693 g=0.860
2/2 [==============================] - 0s 10ms/step
>3, 373/693, d1=0.706, d2=0.654 g=0.944
2/2 [==============================] - 0s 11ms/step
>3, 374/693, d1=0.686, d2=0.668 g=0.827
2/2 [==============================] - 0s 13ms/step
>3, 375/693, d1=0.694, d2=0.670 g=0.822
2/2 [==============================] - 0s 11ms/step
>3, 376/693, d1=0.694, d2=0.663 g=0.915
2/2 [==============================] - 0s 10ms/step
>3, 377/693, d1=0.691, d2=0.643 g=0.885
2/2 [==============================] - 0s 11ms/step
>3, 378/693, d1=0.693, d2=0.649 g=0.937
2/2 [==============================] - 0s 10ms/step
>3, 379/693, d1=0.693, d2=0.689 g=0.831
2/2 [==============================] - 0s 9ms/step
>3, 380/693, d1=0.687, d2=0.694 g=0.744
2/2 [==============================] - 0s 10ms/step
>3, 381/693, d1=0.688, d2=0.699 g=1.011
2/2 [==============================] - 0s 12ms/step
>3, 382/693, d1=0.687, d2=0.677 g=0.834
2/2 [==============================] - 0s 12ms/step
>3, 383/693, d1=0.687, d2=0.697 g=0.864
2/2 [==============================] - 0s 10ms/step
>3, 384/693, d1=0.693, d2=0.702 g=0.831
2/2 [==============================] - 0s 11ms/step
>3, 385/693, d1=0.688, d2=0.658 g=0.913
2/2 [==============================] - 0s 10ms/step
>3, 386/693, d1=0.684, d2=0.663 g=0.861
2/2 [==============================] - 0s 10ms/step
>3, 387/693, d1=0.695, d2=0.684 g=0.822
2/2 [==============================] - 0s 11ms/step
>3, 388/693, d1=0.695, d2=0.690 g=0.722
2/2 [==============================] - 0s 10ms/step
>3, 389/693, d1=0.701, d2=0.687 g=0.856
2/2 [==============================] - 0s 11ms/step
>3, 390/693, d1=0.696, d2=0.680 g=0.883
2/2 [==============================] - 0s 11ms/step
>3, 391/693, d1=0.687, d2=0.688 g=0.856
2/2 [==============================] - 0s 10ms/step
>3, 392/693, d1=0.700, d2=0.671 g=0.939
2/2 [==============================] - 0s 11ms/step
>3, 393/693, d1=0.684, d2=0.679 g=0.790
2/2 [==============================] - 0s 9ms/step
>3, 394/693, d1=0.694, d2=0.680 g=1.034
2/2 [==============================] - 0s 10ms/step
>3, 395/693, d1=0.688, d2=0.685 g=0.981
2/2 [==============================] - 0s 10ms/step
>3, 396/693, d1=0.687, d2=0.686 g=0.821
2/2 [==============================] - 0s 11ms/step
>3, 397/693, d1=0.699, d2=0.690 g=0.882
2/2 [==============================] - 0s 10ms/step
>3, 398/693, d1=0.689, d2=0.657 g=0.821
2/2 [==============================] - 0s 10ms/step
>3, 399/693, d1=0.690, d2=0.676 g=0.867
2/2 [==============================] - 0s 11ms/step
>3, 400/693, d1=0.685, d2=0.658 g=0.826
2/2 [==============================] - 0s 11ms/step
>3, 401/693, d1=0.688, d2=0.692 g=0.805
2/2 [==============================] - 0s 10ms/step
>3, 402/693, d1=0.694, d2=0.691 g=0.953
2/2 [==============================] - 0s 11ms/step
>3, 403/693, d1=0.684, d2=0.697 g=0.895
2/2 [==============================] - 0s 11ms/step
>3, 404/693, d1=0.694, d2=0.651 g=0.764
2/2 [==============================] - 0s 10ms/step
>3, 405/693, d1=0.697, d2=0.648 g=0.864
2/2 [==============================] - 0s 10ms/step
>3, 406/693, d1=0.692, d2=0.671 g=0.960
2/2 [==============================] - 0s 11ms/step
>3, 407/693, d1=0.694, d2=0.647 g=0.862
2/2 [==============================] - 0s 10ms/step
>3, 408/693, d1=0.696, d2=0.674 g=0.838
2/2 [==============================] - 0s 10ms/step
>3, 409/693, d1=0.691, d2=0.659 g=0.870
2/2 [==============================] - 0s 10ms/step
>3, 410/693, d1=0.690, d2=0.649 g=0.802
2/2 [==============================] - 0s 10ms/step
>3, 411/693, d1=0.681, d2=0.676 g=0.980
2/2 [==============================] - 0s 11ms/step
>3, 412/693, d1=0.691, d2=0.669 g=0.710
2/2 [==============================] - 0s 10ms/step
>3, 413/693, d1=0.674, d2=0.671 g=0.920
2/2 [==============================] - 0s 11ms/step
>3, 414/693, d1=0.697, d2=0.672 g=0.833
2/2 [==============================] - 0s 10ms/step
>3, 415/693, d1=0.685, d2=0.681 g=0.826
2/2 [==============================] - 0s 9ms/step
>3, 416/693, d1=0.692, d2=0.689 g=0.861
2/2 [==============================] - 0s 10ms/step
>3, 417/693, d1=0.678, d2=0.705 g=0.886
2/2 [==============================] - 0s 11ms/step
>3, 418/693, d1=0.689, d2=0.666 g=0.966
2/2 [==============================] - 0s 11ms/step
>3, 419/693, d1=0.678, d2=0.650 g=0.787
2/2 [==============================] - 0s 10ms/step
>3, 420/693, d1=0.680, d2=0.635 g=0.835
2/2 [==============================] - 0s 11ms/step
>3, 421/693, d1=0.687, d2=0.698 g=0.811
2/2 [==============================] - 0s 10ms/step
>3, 422/693, d1=0.688, d2=0.673 g=0.902
2/2 [==============================] - 0s 10ms/step
>3, 423/693, d1=0.694, d2=0.706 g=0.809
2/2 [==============================] - 0s 11ms/step
>3, 424/693, d1=0.681, d2=0.705 g=0.810
2/2 [==============================] - 0s 10ms/step
>3, 425/693, d1=0.690, d2=0.678 g=0.900
2/2 [==============================] - 0s 11ms/step
>3, 426/693, d1=0.677, d2=0.704 g=0.964
2/2 [==============================] - 0s 12ms/step
>3, 427/693, d1=0.698, d2=0.637 g=0.751
2/2 [==============================] - 0s 10ms/step
>3, 428/693, d1=0.691, d2=0.698 g=0.788
2/2 [==============================] - 0s 11ms/step
>3, 429/693, d1=0.699, d2=0.656 g=0.788
2/2 [==============================] - 0s 11ms/step
>3, 430/693, d1=0.687, d2=0.685 g=1.005
2/2 [==============================] - 0s 10ms/step
>3, 431/693, d1=0.689, d2=0.686 g=0.753
2/2 [==============================] - 0s 13ms/step
>3, 432/693, d1=0.689, d2=0.676 g=0.823
2/2 [==============================] - 0s 11ms/step
>3, 433/693, d1=0.696, d2=0.634 g=0.753
2/2 [==============================] - 0s 10ms/step
>3, 434/693, d1=0.690, d2=0.673 g=0.993
2/2 [==============================] - 0s 11ms/step
>3, 435/693, d1=0.693, d2=0.674 g=0.860
2/2 [==============================] - 0s 10ms/step
>3, 436/693, d1=0.691, d2=0.687 g=0.888
2/2 [==============================] - 0s 11ms/step
>3, 437/693, d1=0.697, d2=0.642 g=0.800
2/2 [==============================] - 0s 10ms/step
>3, 438/693, d1=0.697, d2=0.638 g=0.832
2/2 [==============================] - 0s 11ms/step
>3, 439/693, d1=0.692, d2=0.672 g=0.881
2/2 [==============================] - 0s 10ms/step
>3, 440/693, d1=0.674, d2=0.652 g=0.834
2/2 [==============================] - 0s 11ms/step
>3, 441/693, d1=0.684, d2=0.637 g=0.799
2/2 [==============================] - 0s 10ms/step
>3, 442/693, d1=0.693, d2=0.680 g=0.991
2/2 [==============================] - 0s 11ms/step
>3, 443/693, d1=0.683, d2=0.683 g=0.815
2/2 [==============================] - 0s 10ms/step
>3, 444/693, d1=0.690, d2=0.687 g=0.871
2/2 [==============================] - 0s 13ms/step
>3, 445/693, d1=0.683, d2=0.693 g=0.830
2/2 [==============================] - 0s 11ms/step
>3, 446/693, d1=0.681, d2=0.692 g=0.823
2/2 [==============================] - 0s 12ms/step
>3, 447/693, d1=0.692, d2=0.701 g=0.915
2/2 [==============================] - 0s 10ms/step
>3, 448/693, d1=0.685, d2=0.703 g=0.895
2/2 [==============================] - 0s 12ms/step
>3, 449/693, d1=0.692, d2=0.668 g=0.882
2/2 [==============================] - 0s 10ms/step
>3, 450/693, d1=0.689, d2=0.687 g=0.831
2/2 [==============================] - 0s 12ms/step
>3, 451/693, d1=0.687, d2=0.667 g=0.919
2/2 [==============================] - 0s 10ms/step
>3, 452/693, d1=0.682, d2=0.709 g=0.855
2/2 [==============================] - 0s 10ms/step
>3, 453/693, d1=0.688, d2=0.705 g=0.785
2/2 [==============================] - 0s 10ms/step
>3, 454/693, d1=0.684, d2=0.700 g=0.754
2/2 [==============================] - 0s 11ms/step
>3, 455/693, d1=0.693, d2=0.689 g=0.996
2/2 [==============================] - 0s 12ms/step
>3, 456/693, d1=0.693, d2=0.662 g=0.822
2/2 [==============================] - 0s 11ms/step
>3, 457/693, d1=0.680, d2=0.661 g=0.896
2/2 [==============================] - 0s 10ms/step
>3, 458/693, d1=0.685, d2=0.716 g=0.786
2/2 [==============================] - 0s 10ms/step
>3, 459/693, d1=0.684, d2=0.705 g=0.946
2/2 [==============================] - 0s 10ms/step
>3, 460/693, d1=0.675, d2=0.679 g=0.719
2/2 [==============================] - 0s 10ms/step
>3, 461/693, d1=0.705, d2=0.682 g=0.835
2/2 [==============================] - 0s 11ms/step
>3, 462/693, d1=0.686, d2=0.667 g=0.866
2/2 [==============================] - 0s 11ms/step
>3, 463/693, d1=0.697, d2=0.687 g=0.828
2/2 [==============================] - 0s 10ms/step
>3, 464/693, d1=0.683, d2=0.649 g=0.939
2/2 [==============================] - 0s 10ms/step
>3, 465/693, d1=0.689, d2=0.653 g=1.039
2/2 [==============================] - 0s 10ms/step
>3, 466/693, d1=0.688, d2=0.678 g=0.874
2/2 [==============================] - 0s 11ms/step
>3, 467/693, d1=0.683, d2=0.671 g=0.834
2/2 [==============================] - 0s 10ms/step
>3, 468/693, d1=0.689, d2=0.639 g=0.903
2/2 [==============================] - 0s 12ms/step
>3, 469/693, d1=0.690, d2=0.662 g=0.834
2/2 [==============================] - 0s 10ms/step
>3, 470/693, d1=0.686, d2=0.637 g=0.839
2/2 [==============================] - 0s 9ms/step
>3, 471/693, d1=0.678, d2=0.677 g=0.903
2/2 [==============================] - 0s 11ms/step
>3, 472/693, d1=0.705, d2=0.666 g=0.764
2/2 [==============================] - 0s 11ms/step
>3, 473/693, d1=0.678, d2=0.674 g=0.933
2/2 [==============================] - 0s 10ms/step
>3, 474/693, d1=0.685, d2=0.685 g=0.804
2/2 [==============================] - 0s 10ms/step
>3, 475/693, d1=0.683, d2=0.677 g=0.866
2/2 [==============================] - 0s 10ms/step
>3, 476/693, d1=0.678, d2=0.668 g=0.724
2/2 [==============================] - 0s 10ms/step
>3, 477/693, d1=0.675, d2=0.699 g=0.842
2/2 [==============================] - 0s 11ms/step
>3, 478/693, d1=0.676, d2=0.651 g=0.827
2/2 [==============================] - 0s 10ms/step
>3, 479/693, d1=0.682, d2=0.710 g=0.789
2/2 [==============================] - 0s 12ms/step
>3, 480/693, d1=0.687, d2=0.678 g=0.859
2/2 [==============================] - 0s 10ms/step
>3, 481/693, d1=0.675, d2=0.683 g=0.851
2/2 [==============================] - 0s 10ms/step
>3, 482/693, d1=0.687, d2=0.688 g=0.843
2/2 [==============================] - 0s 10ms/step
>3, 483/693, d1=0.680, d2=0.723 g=0.809
2/2 [==============================] - 0s 10ms/step
>3, 484/693, d1=0.679, d2=0.712 g=0.825
2/2 [==============================] - 0s 10ms/step
>3, 485/693, d1=0.684, d2=0.687 g=0.818
2/2 [==============================] - 0s 10ms/step
>3, 486/693, d1=0.694, d2=0.681 g=0.883
2/2 [==============================] - 0s 10ms/step
>3, 487/693, d1=0.689, d2=0.701 g=0.910
2/2 [==============================] - 0s 10ms/step
>3, 488/693, d1=0.702, d2=0.673 g=0.847
2/2 [==============================] - 0s 10ms/step
>3, 489/693, d1=0.687, d2=0.702 g=0.820
2/2 [==============================] - 0s 12ms/step
>3, 490/693, d1=0.697, d2=0.686 g=0.758
2/2 [==============================] - 0s 10ms/step
>3, 491/693, d1=0.685, d2=0.701 g=0.901
2/2 [==============================] - 0s 12ms/step
>3, 492/693, d1=0.701, d2=0.685 g=0.818
2/2 [==============================] - 0s 11ms/step
>3, 493/693, d1=0.690, d2=0.686 g=0.821
2/2 [==============================] - 0s 10ms/step
>3, 494/693, d1=0.691, d2=0.665 g=0.857
2/2 [==============================] - 0s 10ms/step
>3, 495/693, d1=0.692, d2=0.656 g=0.801
2/2 [==============================] - 0s 10ms/step
>3, 496/693, d1=0.692, d2=0.693 g=0.729
2/2 [==============================] - 0s 10ms/step
>3, 497/693, d1=0.683, d2=0.661 g=0.925
2/2 [==============================] - 0s 11ms/step
>3, 498/693, d1=0.677, d2=0.660 g=0.904
2/2 [==============================] - 0s 11ms/step
>3, 499/693, d1=0.687, d2=0.700 g=0.931
2/2 [==============================] - 0s 11ms/step
>3, 500/693, d1=0.692, d2=0.669 g=0.906
2/2 [==============================] - 0s 11ms/step
>3, 501/693, d1=0.681, d2=0.672 g=0.908
2/2 [==============================] - 0s 10ms/step
>3, 502/693, d1=0.682, d2=0.699 g=0.909
2/2 [==============================] - 0s 12ms/step
>3, 503/693, d1=0.679, d2=0.650 g=0.771
2/2 [==============================] - 0s 11ms/step
>3, 504/693, d1=0.674, d2=0.681 g=0.809
2/2 [==============================] - 0s 10ms/step
>3, 505/693, d1=0.677, d2=0.635 g=0.950
2/2 [==============================] - 0s 11ms/step
>3, 506/693, d1=0.678, d2=0.661 g=0.873
2/2 [==============================] - 0s 10ms/step
>3, 507/693, d1=0.682, d2=0.692 g=0.899
2/2 [==============================] - 0s 11ms/step
>3, 508/693, d1=0.687, d2=0.675 g=0.830
2/2 [==============================] - 0s 10ms/step
>3, 509/693, d1=0.681, d2=0.668 g=0.952
2/2 [==============================] - 0s 10ms/step
>3, 510/693, d1=0.682, d2=0.667 g=0.989
2/2 [==============================] - 0s 12ms/step
>3, 511/693, d1=0.686, d2=0.706 g=0.827
2/2 [==============================] - 0s 11ms/step
>3, 512/693, d1=0.678, d2=0.714 g=0.829
2/2 [==============================] - 0s 11ms/step
>3, 513/693, d1=0.683, d2=0.648 g=0.933
2/2 [==============================] - 0s 11ms/step
>3, 514/693, d1=0.670, d2=0.689 g=0.788
2/2 [==============================] - 0s 9ms/step
>3, 515/693, d1=0.676, d2=0.706 g=0.823
2/2 [==============================] - 0s 9ms/step
>3, 516/693, d1=0.689, d2=0.649 g=0.981
2/2 [==============================] - 0s 11ms/step
>3, 517/693, d1=0.679, d2=0.722 g=0.874
2/2 [==============================] - 0s 10ms/step
>3, 518/693, d1=0.685, d2=0.727 g=0.840
2/2 [==============================] - 0s 10ms/step
>3, 519/693, d1=0.677, d2=0.714 g=0.736
2/2 [==============================] - 0s 11ms/step
>3, 520/693, d1=0.681, d2=0.694 g=0.812
2/2 [==============================] - 0s 10ms/step
>3, 521/693, d1=0.687, d2=0.717 g=0.744
2/2 [==============================] - 0s 11ms/step
>3, 522/693, d1=0.685, d2=0.694 g=0.902
2/2 [==============================] - 0s 11ms/step
>3, 523/693, d1=0.682, d2=0.686 g=0.918
2/2 [==============================] - 0s 10ms/step
>3, 524/693, d1=0.682, d2=0.673 g=0.810
2/2 [==============================] - 0s 9ms/step
>3, 525/693, d1=0.692, d2=0.704 g=0.850
2/2 [==============================] - 0s 10ms/step
>3, 526/693, d1=0.679, d2=0.675 g=0.936
2/2 [==============================] - 0s 10ms/step
>3, 527/693, d1=0.685, d2=0.682 g=0.841
2/2 [==============================] - 0s 11ms/step
>3, 528/693, d1=0.693, d2=0.685 g=1.026
2/2 [==============================] - 0s 11ms/step
>3, 529/693, d1=0.678, d2=0.647 g=0.870
2/2 [==============================] - 0s 11ms/step
>3, 530/693, d1=0.693, d2=0.692 g=0.839
2/2 [==============================] - 0s 11ms/step
>3, 531/693, d1=0.684, d2=0.661 g=0.874
2/2 [==============================] - 0s 10ms/step
>3, 532/693, d1=0.694, d2=0.680 g=0.875
2/2 [==============================] - 0s 10ms/step
>3, 533/693, d1=0.680, d2=0.640 g=0.907
2/2 [==============================] - 0s 12ms/step
>3, 534/693, d1=0.681, d2=0.676 g=0.987
2/2 [==============================] - 0s 10ms/step
>3, 535/693, d1=0.687, d2=0.670 g=0.981
2/2 [==============================] - 0s 12ms/step
>3, 536/693, d1=0.676, d2=0.688 g=0.840
2/2 [==============================] - 0s 10ms/step
>3, 537/693, d1=0.686, d2=0.685 g=0.907
2/2 [==============================] - 0s 11ms/step
>3, 538/693, d1=0.678, d2=0.670 g=0.917
2/2 [==============================] - 0s 12ms/step
>3, 539/693, d1=0.688, d2=0.661 g=0.869
2/2 [==============================] - 0s 10ms/step
>3, 540/693, d1=0.671, d2=0.707 g=0.760
2/2 [==============================] - 0s 10ms/step
>3, 541/693, d1=0.675, d2=0.693 g=0.795
2/2 [==============================] - 0s 10ms/step
>3, 542/693, d1=0.681, d2=0.703 g=0.890
2/2 [==============================] - 0s 10ms/step
>3, 543/693, d1=0.685, d2=0.714 g=0.858
2/2 [==============================] - 0s 10ms/step
>3, 544/693, d1=0.677, d2=0.680 g=0.818
2/2 [==============================] - 0s 11ms/step
>3, 545/693, d1=0.682, d2=0.706 g=0.905
2/2 [==============================] - 0s 12ms/step
>3, 546/693, d1=0.680, d2=0.696 g=0.945
2/2 [==============================] - 0s 10ms/step
>3, 547/693, d1=0.680, d2=0.697 g=0.813
2/2 [==============================] - 0s 10ms/step
>3, 548/693, d1=0.694, d2=0.693 g=0.892
2/2 [==============================] - 0s 11ms/step
>3, 549/693, d1=0.696, d2=0.674 g=0.923
2/2 [==============================] - 0s 10ms/step
>3, 550/693, d1=0.694, d2=0.683 g=1.042
2/2 [==============================] - 0s 10ms/step
>3, 551/693, d1=0.691, d2=0.684 g=0.813
2/2 [==============================] - 0s 11ms/step
>3, 552/693, d1=0.694, d2=0.703 g=1.006
2/2 [==============================] - 0s 11ms/step
>3, 553/693, d1=0.690, d2=0.694 g=0.872
2/2 [==============================] - 0s 11ms/step
>3, 554/693, d1=0.693, d2=0.681 g=0.976
2/2 [==============================] - 0s 11ms/step
>3, 555/693, d1=0.700, d2=0.674 g=1.036
2/2 [==============================] - 0s 10ms/step
>3, 556/693, d1=0.690, d2=0.683 g=0.868
2/2 [==============================] - 0s 9ms/step
>3, 557/693, d1=0.680, d2=0.666 g=0.789
2/2 [==============================] - 0s 11ms/step
>3, 558/693, d1=0.696, d2=0.635 g=0.840
2/2 [==============================] - 0s 11ms/step
>3, 559/693, d1=0.690, d2=0.681 g=0.841
2/2 [==============================] - 0s 10ms/step
>3, 560/693, d1=0.690, d2=0.666 g=0.780
2/2 [==============================] - 0s 10ms/step
>3, 561/693, d1=0.691, d2=0.688 g=0.814
2/2 [==============================] - 0s 10ms/step
>3, 562/693, d1=0.681, d2=0.666 g=0.908
2/2 [==============================] - 0s 9ms/step
>3, 563/693, d1=0.680, d2=0.668 g=0.848
2/2 [==============================] - 0s 10ms/step
>3, 564/693, d1=0.697, d2=0.634 g=0.882
2/2 [==============================] - 0s 13ms/step
>3, 565/693, d1=0.678, d2=0.674 g=0.980
2/2 [==============================] - 0s 11ms/step
>3, 566/693, d1=0.678, d2=0.674 g=0.873
2/2 [==============================] - 0s 11ms/step
>3, 567/693, d1=0.678, d2=0.649 g=0.785
2/2 [==============================] - 0s 10ms/step
>3, 568/693, d1=0.679, d2=0.656 g=0.842
2/2 [==============================] - 0s 11ms/step
>3, 569/693, d1=0.671, d2=0.649 g=0.848
2/2 [==============================] - 0s 10ms/step
>3, 570/693, d1=0.681, d2=0.673 g=0.880
2/2 [==============================] - 0s 12ms/step
>3, 571/693, d1=0.674, d2=0.697 g=0.881
2/2 [==============================] - 0s 12ms/step
>3, 572/693, d1=0.679, d2=0.667 g=0.896
2/2 [==============================] - 0s 11ms/step
>3, 573/693, d1=0.675, d2=0.720 g=0.872
2/2 [==============================] - 0s 11ms/step
>3, 574/693, d1=0.685, d2=0.675 g=0.769
2/2 [==============================] - 0s 11ms/step
>3, 575/693, d1=0.685, d2=0.695 g=0.829
2/2 [==============================] - 0s 11ms/step
>3, 576/693, d1=0.692, d2=0.702 g=0.757
2/2 [==============================] - 0s 11ms/step
>3, 577/693, d1=0.682, d2=0.720 g=0.866
2/2 [==============================] - 0s 11ms/step
>3, 578/693, d1=0.672, d2=0.678 g=0.847
2/2 [==============================] - 0s 10ms/step
>3, 579/693, d1=0.673, d2=0.708 g=0.934
2/2 [==============================] - 0s 10ms/step
>3, 580/693, d1=0.682, d2=0.702 g=0.823
2/2 [==============================] - 0s 10ms/step
>3, 581/693, d1=0.680, d2=0.700 g=0.857
2/2 [==============================] - 0s 11ms/step
>3, 582/693, d1=0.693, d2=0.712 g=0.817
2/2 [==============================] - 0s 10ms/step
>3, 583/693, d1=0.690, d2=0.698 g=0.765
2/2 [==============================] - 0s 10ms/step
>3, 584/693, d1=0.692, d2=0.703 g=0.903
2/2 [==============================] - 0s 12ms/step
>3, 585/693, d1=0.695, d2=0.689 g=0.894
2/2 [==============================] - 0s 10ms/step
>3, 586/693, d1=0.678, d2=0.689 g=0.811
2/2 [==============================] - 0s 11ms/step
>3, 587/693, d1=0.692, d2=0.697 g=0.848
2/2 [==============================] - 0s 14ms/step
>3, 588/693, d1=0.693, d2=0.689 g=0.841
2/2 [==============================] - 0s 11ms/step
>3, 589/693, d1=0.696, d2=0.674 g=0.931
2/2 [==============================] - 0s 12ms/step
>3, 590/693, d1=0.689, d2=0.662 g=0.960
2/2 [==============================] - 0s 11ms/step
>3, 591/693, d1=0.677, d2=0.678 g=0.890
2/2 [==============================] - 0s 10ms/step
>3, 592/693, d1=0.691, d2=0.670 g=0.859
2/2 [==============================] - 0s 11ms/step
>3, 593/693, d1=0.691, d2=0.680 g=0.884
2/2 [==============================] - 0s 11ms/step
>3, 594/693, d1=0.677, d2=0.636 g=0.717
2/2 [==============================] - 0s 10ms/step
>3, 595/693, d1=0.685, d2=0.696 g=1.026
2/2 [==============================] - 0s 10ms/step
>3, 596/693, d1=0.680, d2=0.700 g=0.783
2/2 [==============================] - 0s 11ms/step
>3, 597/693, d1=0.685, d2=0.618 g=0.768
2/2 [==============================] - 0s 12ms/step
>3, 598/693, d1=0.683, d2=0.681 g=0.875
2/2 [==============================] - 0s 12ms/step
>3, 599/693, d1=0.681, d2=0.692 g=0.765
2/2 [==============================] - 0s 10ms/step
>3, 600/693, d1=0.689, d2=0.706 g=0.898
2/2 [==============================] - 0s 10ms/step
>3, 601/693, d1=0.693, d2=0.680 g=0.941
2/2 [==============================] - 0s 13ms/step
>3, 602/693, d1=0.689, d2=0.688 g=0.979
2/2 [==============================] - 0s 11ms/step
>3, 603/693, d1=0.685, d2=0.698 g=0.934
2/2 [==============================] - 0s 11ms/step
>3, 604/693, d1=0.692, d2=0.685 g=0.867
2/2 [==============================] - 0s 14ms/step
>3, 605/693, d1=0.704, d2=0.661 g=0.945
2/2 [==============================] - 0s 11ms/step
>3, 606/693, d1=0.698, d2=0.703 g=0.835
2/2 [==============================] - 0s 10ms/step
>3, 607/693, d1=0.705, d2=0.663 g=0.761
2/2 [==============================] - 0s 11ms/step
>3, 608/693, d1=0.675, d2=0.708 g=0.806
2/2 [==============================] - 0s 10ms/step
>3, 609/693, d1=0.684, d2=0.653 g=0.950
2/2 [==============================] - 0s 11ms/step
>3, 610/693, d1=0.687, d2=0.695 g=0.886
2/2 [==============================] - 0s 10ms/step
>3, 611/693, d1=0.694, d2=0.691 g=1.091
2/2 [==============================] - 0s 10ms/step
>3, 612/693, d1=0.687, d2=0.695 g=0.888
2/2 [==============================] - 0s 14ms/step
>3, 613/693, d1=0.696, d2=0.672 g=0.774
2/2 [==============================] - 0s 11ms/step
>3, 614/693, d1=0.686, d2=0.694 g=0.880
2/2 [==============================] - 0s 10ms/step
>3, 615/693, d1=0.684, d2=0.683 g=0.992
2/2 [==============================] - 0s 11ms/step
>3, 616/693, d1=0.693, d2=0.665 g=0.934
2/2 [==============================] - 0s 11ms/step
>3, 617/693, d1=0.708, d2=0.645 g=0.994
2/2 [==============================] - 0s 10ms/step
>3, 618/693, d1=0.706, d2=0.667 g=0.971
2/2 [==============================] - 0s 10ms/step
>3, 619/693, d1=0.691, d2=0.683 g=0.747
2/2 [==============================] - 0s 10ms/step
>3, 620/693, d1=0.696, d2=0.676 g=0.780
2/2 [==============================] - 0s 11ms/step
>3, 621/693, d1=0.690, d2=0.682 g=0.814
2/2 [==============================] - 0s 11ms/step
>3, 622/693, d1=0.701, d2=0.656 g=0.896
2/2 [==============================] - 0s 10ms/step
>3, 623/693, d1=0.696, d2=0.657 g=0.885
2/2 [==============================] - 0s 10ms/step
>3, 624/693, d1=0.697, d2=0.676 g=0.856
2/2 [==============================] - 0s 10ms/step
>3, 625/693, d1=0.679, d2=0.640 g=0.889
2/2 [==============================] - 0s 12ms/step
>3, 626/693, d1=0.695, d2=0.666 g=0.852
2/2 [==============================] - 0s 10ms/step
>3, 627/693, d1=0.693, d2=0.669 g=0.834
2/2 [==============================] - 0s 11ms/step
>3, 628/693, d1=0.690, d2=0.681 g=0.831
2/2 [==============================] - 0s 11ms/step
>3, 629/693, d1=0.684, d2=0.686 g=0.956
2/2 [==============================] - 0s 11ms/step
>3, 630/693, d1=0.690, d2=0.664 g=0.874
2/2 [==============================] - 0s 11ms/step
>3, 631/693, d1=0.697, d2=0.686 g=0.900
2/2 [==============================] - 0s 12ms/step
>3, 632/693, d1=0.670, d2=0.678 g=0.861
2/2 [==============================] - 0s 11ms/step
>3, 633/693, d1=0.685, d2=0.706 g=0.861
2/2 [==============================] - 0s 10ms/step
>3, 634/693, d1=0.687, d2=0.664 g=0.826
2/2 [==============================] - 0s 11ms/step
>3, 635/693, d1=0.709, d2=0.660 g=0.831
2/2 [==============================] - 0s 10ms/step
>3, 636/693, d1=0.687, d2=0.697 g=0.893
2/2 [==============================] - 0s 11ms/step
>3, 637/693, d1=0.703, d2=0.725 g=0.970
2/2 [==============================] - 0s 12ms/step
>3, 638/693, d1=0.671, d2=0.678 g=0.894
2/2 [==============================] - 0s 13ms/step
>3, 639/693, d1=0.695, d2=0.626 g=0.966
2/2 [==============================] - 0s 10ms/step
>3, 640/693, d1=0.710, d2=0.720 g=0.757
2/2 [==============================] - 0s 11ms/step
>3, 641/693, d1=0.680, d2=0.709 g=0.927
2/2 [==============================] - 0s 11ms/step
>3, 642/693, d1=0.695, d2=0.673 g=0.768
2/2 [==============================] - 0s 13ms/step
>3, 643/693, d1=0.692, d2=0.670 g=0.929
2/2 [==============================] - 0s 10ms/step
>3, 644/693, d1=0.700, d2=0.689 g=0.848
2/2 [==============================] - 0s 10ms/step
>3, 645/693, d1=0.695, d2=0.685 g=0.804
2/2 [==============================] - 0s 10ms/step
>3, 646/693, d1=0.691, d2=0.679 g=0.925
2/2 [==============================] - 0s 9ms/step
>3, 647/693, d1=0.698, d2=0.672 g=0.840
2/2 [==============================] - 0s 11ms/step
>3, 648/693, d1=0.694, d2=0.640 g=0.911
2/2 [==============================] - 0s 9ms/step
>3, 649/693, d1=0.684, d2=0.678 g=0.909
2/2 [==============================] - 0s 10ms/step
>3, 650/693, d1=0.696, d2=0.659 g=0.920
2/2 [==============================] - 0s 13ms/step
>3, 651/693, d1=0.692, d2=0.642 g=0.866
2/2 [==============================] - 0s 11ms/step
>3, 652/693, d1=0.684, d2=0.677 g=0.888
2/2 [==============================] - 0s 14ms/step
>3, 653/693, d1=0.682, d2=0.677 g=0.784
2/2 [==============================] - 0s 11ms/step
>3, 654/693, d1=0.682, d2=0.647 g=0.878
2/2 [==============================] - 0s 11ms/step
>3, 655/693, d1=0.686, d2=0.654 g=0.771
2/2 [==============================] - 0s 11ms/step
>3, 656/693, d1=0.678, d2=0.667 g=0.908
2/2 [==============================] - 0s 11ms/step
>3, 657/693, d1=0.673, d2=0.694 g=0.873
2/2 [==============================] - 0s 10ms/step
>3, 658/693, d1=0.669, d2=0.670 g=1.133
2/2 [==============================] - 0s 9ms/step
>3, 659/693, d1=0.677, d2=0.679 g=0.807
2/2 [==============================] - 0s 11ms/step
>3, 660/693, d1=0.672, d2=0.627 g=0.941
2/2 [==============================] - 0s 11ms/step
>3, 661/693, d1=0.677, d2=0.679 g=0.974
2/2 [==============================] - 0s 10ms/step
>3, 662/693, d1=0.680, d2=0.721 g=0.887
2/2 [==============================] - 0s 10ms/step
>3, 663/693, d1=0.667, d2=0.684 g=0.904
2/2 [==============================] - 0s 11ms/step
>3, 664/693, d1=0.679, d2=0.687 g=0.836
2/2 [==============================] - 0s 11ms/step
>3, 665/693, d1=0.678, d2=0.697 g=0.889
2/2 [==============================] - 0s 11ms/step
>3, 666/693, d1=0.661, d2=0.734 g=0.743
2/2 [==============================] - 0s 11ms/step
>3, 667/693, d1=0.685, d2=0.721 g=0.781
2/2 [==============================] - 0s 10ms/step
>3, 668/693, d1=0.697, d2=0.712 g=0.882
2/2 [==============================] - 0s 11ms/step
>3, 669/693, d1=0.694, d2=0.728 g=0.857
2/2 [==============================] - 0s 10ms/step
>3, 670/693, d1=0.696, d2=0.669 g=0.898
2/2 [==============================] - 0s 11ms/step
>3, 671/693, d1=0.703, d2=0.703 g=1.063
2/2 [==============================] - 0s 11ms/step
>3, 672/693, d1=0.691, d2=0.697 g=0.790
2/2 [==============================] - 0s 11ms/step
>3, 673/693, d1=0.717, d2=0.713 g=0.841
2/2 [==============================] - 0s 11ms/step
>3, 674/693, d1=0.695, d2=0.668 g=0.810
2/2 [==============================] - 0s 11ms/step
>3, 675/693, d1=0.692, d2=0.660 g=0.811
2/2 [==============================] - 0s 11ms/step
>3, 676/693, d1=0.708, d2=0.693 g=0.850
2/2 [==============================] - 0s 10ms/step
>3, 677/693, d1=0.703, d2=0.676 g=0.811
2/2 [==============================] - 0s 10ms/step
>3, 678/693, d1=0.715, d2=0.647 g=0.890
2/2 [==============================] - 0s 11ms/step
>3, 679/693, d1=0.699, d2=0.650 g=0.778
2/2 [==============================] - 0s 11ms/step
>3, 680/693, d1=0.706, d2=0.699 g=0.824
2/2 [==============================] - 0s 11ms/step
>3, 681/693, d1=0.698, d2=0.669 g=0.754
2/2 [==============================] - 0s 12ms/step
>3, 682/693, d1=0.686, d2=0.687 g=0.758
2/2 [==============================] - 0s 9ms/step
>3, 683/693, d1=0.683, d2=0.624 g=0.750
2/2 [==============================] - 0s 12ms/step
>3, 684/693, d1=0.685, d2=0.670 g=0.754
2/2 [==============================] - 0s 10ms/step
>3, 685/693, d1=0.691, d2=0.665 g=0.931
2/2 [==============================] - 0s 11ms/step
>3, 686/693, d1=0.685, d2=0.623 g=0.859
2/2 [==============================] - 0s 11ms/step
>3, 687/693, d1=0.684, d2=0.658 g=0.941
2/2 [==============================] - 0s 11ms/step
>3, 688/693, d1=0.692, d2=0.657 g=0.972
2/2 [==============================] - 0s 10ms/step
>3, 689/693, d1=0.694, d2=0.693 g=0.878
2/2 [==============================] - 0s 10ms/step
>3, 690/693, d1=0.692, d2=0.661 g=0.852
2/2 [==============================] - 0s 11ms/step
>3, 691/693, d1=0.689, d2=0.663 g=0.741
2/2 [==============================] - 0s 11ms/step
>3, 692/693, d1=0.679, d2=0.653 g=0.948
2/2 [==============================] - 0s 11ms/step
>3, 693/693, d1=0.685, d2=0.678 g=0.879
2/2 [==============================] - 0s 11ms/step
>4, 1/693, d1=0.694, d2=0.694 g=0.770
2/2 [==============================] - 0s 10ms/step
>4, 2/693, d1=0.684, d2=0.707 g=0.826
2/2 [==============================] - 0s 11ms/step
>4, 3/693, d1=0.696, d2=0.652 g=0.892
2/2 [==============================] - 0s 10ms/step
>4, 4/693, d1=0.677, d2=0.711 g=0.909
2/2 [==============================] - 0s 11ms/step
>4, 5/693, d1=0.686, d2=0.696 g=0.821
2/2 [==============================] - 0s 11ms/step
>4, 6/693, d1=0.682, d2=0.688 g=0.781
2/2 [==============================] - 0s 11ms/step
>4, 7/693, d1=0.689, d2=0.695 g=0.810
2/2 [==============================] - 0s 10ms/step
>4, 8/693, d1=0.682, d2=0.713 g=0.890
2/2 [==============================] - 0s 10ms/step
>4, 9/693, d1=0.679, d2=0.697 g=0.745
2/2 [==============================] - 0s 11ms/step
>4, 10/693, d1=0.682, d2=0.684 g=0.713
2/2 [==============================] - 0s 10ms/step
>4, 11/693, d1=0.676, d2=0.710 g=0.888
2/2 [==============================] - 0s 11ms/step
>4, 12/693, d1=0.674, d2=0.679 g=0.817
2/2 [==============================] - 0s 11ms/step
>4, 13/693, d1=0.689, d2=0.689 g=0.893
2/2 [==============================] - 0s 10ms/step
>4, 14/693, d1=0.690, d2=0.691 g=1.041
2/2 [==============================] - 0s 11ms/step
>4, 15/693, d1=0.687, d2=0.686 g=0.868
2/2 [==============================] - 0s 11ms/step
>4, 16/693, d1=0.687, d2=0.695 g=0.874
2/2 [==============================] - 0s 10ms/step
>4, 17/693, d1=0.686, d2=0.690 g=0.964
2/2 [==============================] - 0s 11ms/step
>4, 18/693, d1=0.671, d2=0.656 g=0.784
2/2 [==============================] - 0s 10ms/step
>4, 19/693, d1=0.685, d2=0.699 g=0.848
2/2 [==============================] - 0s 11ms/step
>4, 20/693, d1=0.690, d2=0.668 g=0.863
2/2 [==============================] - 0s 10ms/step
>4, 21/693, d1=0.689, d2=0.652 g=0.764
2/2 [==============================] - 0s 11ms/step
>4, 22/693, d1=0.691, d2=0.638 g=0.927
2/2 [==============================] - 0s 12ms/step
>4, 23/693, d1=0.688, d2=0.642 g=0.968
2/2 [==============================] - 0s 10ms/step
>4, 24/693, d1=0.674, d2=0.662 g=0.909
2/2 [==============================] - 0s 11ms/step
>4, 25/693, d1=0.671, d2=0.658 g=0.861
2/2 [==============================] - 0s 11ms/step
>4, 26/693, d1=0.673, d2=0.663 g=0.893
2/2 [==============================] - 0s 11ms/step
>4, 27/693, d1=0.670, d2=0.649 g=0.928
2/2 [==============================] - 0s 11ms/step
>4, 28/693, d1=0.667, d2=0.681 g=0.912
2/2 [==============================] - 0s 10ms/step
>4, 29/693, d1=0.657, d2=0.731 g=0.830
2/2 [==============================] - 0s 9ms/step
>4, 30/693, d1=0.684, d2=0.733 g=0.789
2/2 [==============================] - 0s 11ms/step
>4, 31/693, d1=0.656, d2=0.709 g=0.935
2/2 [==============================] - 0s 10ms/step
>4, 32/693, d1=0.673, d2=0.730 g=0.843
2/2 [==============================] - 0s 10ms/step
>4, 33/693, d1=0.685, d2=0.702 g=0.856
2/2 [==============================] - 0s 12ms/step
>4, 34/693, d1=0.679, d2=0.712 g=0.847
2/2 [==============================] - 0s 13ms/step
>4, 35/693, d1=0.690, d2=0.700 g=0.862
2/2 [==============================] - 0s 10ms/step
>4, 36/693, d1=0.688, d2=0.716 g=0.852
2/2 [==============================] - 0s 12ms/step
>4, 37/693, d1=0.682, d2=0.653 g=0.779
2/2 [==============================] - 0s 10ms/step
>4, 38/693, d1=0.680, d2=0.671 g=0.822
2/2 [==============================] - 0s 11ms/step
>4, 39/693, d1=0.673, d2=0.709 g=0.971
2/2 [==============================] - 0s 9ms/step
>4, 40/693, d1=0.691, d2=0.683 g=0.788
2/2 [==============================] - 0s 10ms/step
>4, 41/693, d1=0.696, d2=0.684 g=0.895
2/2 [==============================] - 0s 11ms/step
>4, 42/693, d1=0.691, d2=0.682 g=0.826
2/2 [==============================] - 0s 10ms/step
>4, 43/693, d1=0.685, d2=0.707 g=0.802
2/2 [==============================] - 0s 10ms/step
>4, 44/693, d1=0.697, d2=0.689 g=0.801
2/2 [==============================] - 0s 10ms/step
>4, 45/693, d1=0.691, d2=0.675 g=0.885
2/2 [==============================] - 0s 10ms/step
>4, 46/693, d1=0.678, d2=0.687 g=0.997
2/2 [==============================] - 0s 10ms/step
>4, 47/693, d1=0.705, d2=0.659 g=0.815
2/2 [==============================] - 0s 10ms/step
>4, 48/693, d1=0.689, d2=0.668 g=0.881
2/2 [==============================] - 0s 11ms/step
>4, 49/693, d1=0.699, d2=0.639 g=0.764
2/2 [==============================] - 0s 10ms/step
>4, 50/693, d1=0.708, d2=0.674 g=0.957
2/2 [==============================] - 0s 12ms/step
>4, 51/693, d1=0.692, d2=0.693 g=0.876
2/2 [==============================] - 0s 12ms/step
>4, 52/693, d1=0.689, d2=0.683 g=0.736
2/2 [==============================] - 0s 12ms/step
>4, 53/693, d1=0.701, d2=0.685 g=0.836
2/2 [==============================] - 0s 11ms/step
>4, 54/693, d1=0.697, d2=0.657 g=0.872
2/2 [==============================] - 0s 10ms/step
>4, 55/693, d1=0.687, d2=0.693 g=0.797
2/2 [==============================] - 0s 10ms/step
>4, 56/693, d1=0.684, d2=0.673 g=0.851
2/2 [==============================] - 0s 10ms/step
>4, 57/693, d1=0.699, d2=0.667 g=0.832
2/2 [==============================] - 0s 11ms/step
>4, 58/693, d1=0.686, d2=0.679 g=0.887
2/2 [==============================] - 0s 10ms/step
>4, 59/693, d1=0.690, d2=0.651 g=0.901
2/2 [==============================] - 0s 10ms/step
>4, 60/693, d1=0.685, d2=0.686 g=0.872
2/2 [==============================] - 0s 11ms/step
>4, 61/693, d1=0.699, d2=0.658 g=0.878
2/2 [==============================] - 0s 11ms/step
>4, 62/693, d1=0.689, d2=0.654 g=0.936
2/2 [==============================] - 0s 9ms/step
>4, 63/693, d1=0.684, d2=0.673 g=0.831
2/2 [==============================] - 0s 11ms/step
>4, 64/693, d1=0.689, d2=0.647 g=0.789
2/2 [==============================] - 0s 10ms/step
>4, 65/693, d1=0.681, d2=0.679 g=0.800
2/2 [==============================] - 0s 10ms/step
>4, 66/693, d1=0.700, d2=0.691 g=0.789
2/2 [==============================] - 0s 11ms/step
>4, 67/693, d1=0.698, d2=0.682 g=0.767
2/2 [==============================] - 0s 10ms/step
>4, 68/693, d1=0.684, d2=0.681 g=0.799
2/2 [==============================] - 0s 10ms/step
>4, 69/693, d1=0.678, d2=0.682 g=0.869
2/2 [==============================] - 0s 11ms/step
>4, 70/693, d1=0.681, d2=0.672 g=0.955
2/2 [==============================] - 0s 10ms/step
>4, 71/693, d1=0.690, d2=0.675 g=0.968
2/2 [==============================] - 0s 11ms/step
>4, 72/693, d1=0.692, d2=0.675 g=0.981
2/2 [==============================] - 0s 10ms/step
>4, 73/693, d1=0.692, d2=0.712 g=0.881
2/2 [==============================] - 0s 11ms/step
>4, 74/693, d1=0.697, d2=0.689 g=0.880
2/2 [==============================] - 0s 11ms/step
>4, 75/693, d1=0.704, d2=0.656 g=0.817
2/2 [==============================] - 0s 12ms/step
>4, 76/693, d1=0.696, d2=0.659 g=1.017
2/2 [==============================] - 0s 11ms/step
>4, 77/693, d1=0.685, d2=0.686 g=0.995
2/2 [==============================] - 0s 11ms/step
>4, 78/693, d1=0.693, d2=0.653 g=0.845
2/2 [==============================] - 0s 10ms/step
>4, 79/693, d1=0.681, d2=0.664 g=0.816
2/2 [==============================] - 0s 10ms/step
>4, 80/693, d1=0.688, d2=0.664 g=0.853
2/2 [==============================] - 0s 12ms/step
>4, 81/693, d1=0.690, d2=0.671 g=0.773
2/2 [==============================] - 0s 12ms/step
>4, 82/693, d1=0.690, d2=0.667 g=0.808
2/2 [==============================] - 0s 12ms/step
>4, 83/693, d1=0.685, d2=0.681 g=0.835
2/2 [==============================] - 0s 10ms/step
>4, 84/693, d1=0.676, d2=0.692 g=0.745
2/2 [==============================] - 0s 11ms/step
>4, 85/693, d1=0.685, d2=0.684 g=0.884
2/2 [==============================] - 0s 10ms/step
>4, 86/693, d1=0.676, d2=0.698 g=0.769
2/2 [==============================] - 0s 13ms/step
>4, 87/693, d1=0.681, d2=0.647 g=0.860
2/2 [==============================] - 0s 10ms/step
>4, 88/693, d1=0.681, d2=0.708 g=0.835
2/2 [==============================] - 0s 11ms/step
>4, 89/693, d1=0.680, d2=0.682 g=0.854
2/2 [==============================] - 0s 11ms/step
>4, 90/693, d1=0.682, d2=0.666 g=0.846
2/2 [==============================] - 0s 10ms/step
>4, 91/693, d1=0.680, d2=0.699 g=0.735
2/2 [==============================] - 0s 10ms/step
>4, 92/693, d1=0.690, d2=0.708 g=0.846
2/2 [==============================] - 0s 11ms/step
>4, 93/693, d1=0.678, d2=0.703 g=0.865
2/2 [==============================] - 0s 11ms/step
>4, 94/693, d1=0.692, d2=0.700 g=0.896
2/2 [==============================] - 0s 10ms/step
>4, 95/693, d1=0.687, d2=0.678 g=1.136
2/2 [==============================] - 0s 10ms/step
>4, 96/693, d1=0.681, d2=0.680 g=0.877
2/2 [==============================] - 0s 11ms/step
>4, 97/693, d1=0.701, d2=0.709 g=0.873
2/2 [==============================] - 0s 10ms/step
>4, 98/693, d1=0.693, d2=0.656 g=0.948
2/2 [==============================] - 0s 11ms/step
>4, 99/693, d1=0.696, d2=0.699 g=0.862
2/2 [==============================] - 0s 10ms/step
>4, 100/693, d1=0.682, d2=0.630 g=0.768
2/2 [==============================] - 0s 10ms/step
>4, 101/693, d1=0.695, d2=0.706 g=0.881
2/2 [==============================] - 0s 11ms/step
>4, 102/693, d1=0.697, d2=0.684 g=0.768
2/2 [==============================] - 0s 10ms/step
>4, 103/693, d1=0.698, d2=0.684 g=0.844
2/2 [==============================] - 0s 11ms/step
>4, 104/693, d1=0.696, d2=0.669 g=0.940
2/2 [==============================] - 0s 10ms/step
>4, 105/693, d1=0.682, d2=0.604 g=0.866
2/2 [==============================] - 0s 10ms/step
>4, 106/693, d1=0.709, d2=0.668 g=0.846
2/2 [==============================] - 0s 10ms/step
>4, 107/693, d1=0.690, d2=0.666 g=0.877
2/2 [==============================] - 0s 10ms/step
>4, 108/693, d1=0.700, d2=0.701 g=0.768
2/2 [==============================] - 0s 12ms/step
>4, 109/693, d1=0.700, d2=0.681 g=0.918
2/2 [==============================] - 0s 9ms/step
>4, 110/693, d1=0.684, d2=0.661 g=1.100
2/2 [==============================] - 0s 10ms/step
>4, 111/693, d1=0.689, d2=0.681 g=0.804
2/2 [==============================] - 0s 10ms/step
>4, 112/693, d1=0.685, d2=0.670 g=1.007
2/2 [==============================] - 0s 10ms/step
>4, 113/693, d1=0.675, d2=0.662 g=0.890
2/2 [==============================] - 0s 10ms/step
>4, 114/693, d1=0.674, d2=0.657 g=0.841
2/2 [==============================] - 0s 10ms/step
>4, 115/693, d1=0.680, d2=0.675 g=0.915
2/2 [==============================] - 0s 10ms/step
>4, 116/693, d1=0.682, d2=0.692 g=0.963
2/2 [==============================] - 0s 10ms/step
>4, 117/693, d1=0.678, d2=0.697 g=0.730
2/2 [==============================] - 0s 11ms/step
>4, 118/693, d1=0.686, d2=0.679 g=0.838
2/2 [==============================] - 0s 12ms/step
>4, 119/693, d1=0.686, d2=0.682 g=0.913
2/2 [==============================] - 0s 10ms/step
>4, 120/693, d1=0.684, d2=0.648 g=0.887
2/2 [==============================] - 0s 10ms/step
>4, 121/693, d1=0.679, d2=0.679 g=0.852
2/2 [==============================] - 0s 11ms/step
>4, 122/693, d1=0.688, d2=0.700 g=0.922
2/2 [==============================] - 0s 11ms/step
>4, 123/693, d1=0.678, d2=0.650 g=0.771
2/2 [==============================] - 0s 10ms/step
>4, 124/693, d1=0.677, d2=0.689 g=0.916
2/2 [==============================] - 0s 9ms/step
>4, 125/693, d1=0.689, d2=0.680 g=1.026
2/2 [==============================] - 0s 11ms/step
>4, 126/693, d1=0.689, d2=0.675 g=0.945
2/2 [==============================] - 0s 10ms/step
>4, 127/693, d1=0.693, d2=0.667 g=0.883
2/2 [==============================] - 0s 10ms/step
>4, 128/693, d1=0.689, d2=0.664 g=0.772
2/2 [==============================] - 0s 11ms/step
>4, 129/693, d1=0.678, d2=0.696 g=0.848
2/2 [==============================] - 0s 12ms/step
>4, 130/693, d1=0.663, d2=0.694 g=0.977
2/2 [==============================] - 0s 10ms/step
>4, 131/693, d1=0.688, d2=0.677 g=0.873
2/2 [==============================] - 0s 11ms/step
>4, 132/693, d1=0.680, d2=0.705 g=1.059
2/2 [==============================] - 0s 11ms/step
>4, 133/693, d1=0.681, d2=0.663 g=0.988
2/2 [==============================] - 0s 10ms/step
>4, 134/693, d1=0.675, d2=0.668 g=0.836
2/2 [==============================] - 0s 11ms/step
>4, 135/693, d1=0.682, d2=0.673 g=0.773
2/2 [==============================] - 0s 12ms/step
>4, 136/693, d1=0.680, d2=0.674 g=1.024
2/2 [==============================] - 0s 11ms/step
>4, 137/693, d1=0.678, d2=0.695 g=0.761
2/2 [==============================] - 0s 11ms/step
>4, 138/693, d1=0.680, d2=0.653 g=0.804
2/2 [==============================] - 0s 10ms/step
>4, 139/693, d1=0.677, d2=0.712 g=0.762
2/2 [==============================] - 0s 11ms/step
>4, 140/693, d1=0.664, d2=0.682 g=0.804
2/2 [==============================] - 0s 10ms/step
>4, 141/693, d1=0.676, d2=0.683 g=0.775
2/2 [==============================] - 0s 11ms/step
>4, 142/693, d1=0.680, d2=0.658 g=0.884
2/2 [==============================] - 0s 10ms/step
>4, 143/693, d1=0.680, d2=0.686 g=0.809
2/2 [==============================] - 0s 9ms/step
>4, 144/693, d1=0.675, d2=0.646 g=0.795
2/2 [==============================] - 0s 11ms/step
>4, 145/693, d1=0.677, d2=0.658 g=0.909
2/2 [==============================] - 0s 10ms/step
>4, 146/693, d1=0.675, d2=0.673 g=0.843
2/2 [==============================] - 0s 10ms/step
>4, 147/693, d1=0.677, d2=0.714 g=1.009
2/2 [==============================] - 0s 10ms/step
>4, 148/693, d1=0.664, d2=0.672 g=0.986
2/2 [==============================] - 0s 11ms/step
>4, 149/693, d1=0.672, d2=0.676 g=0.802
2/2 [==============================] - 0s 12ms/step
>4, 150/693, d1=0.654, d2=0.664 g=0.807
2/2 [==============================] - 0s 11ms/step
>4, 151/693, d1=0.674, d2=0.694 g=0.932
2/2 [==============================] - 0s 10ms/step
>4, 152/693, d1=0.678, d2=0.732 g=0.844
2/2 [==============================] - 0s 10ms/step
>4, 153/693, d1=0.677, d2=0.715 g=0.827
2/2 [==============================] - 0s 9ms/step
>4, 154/693, d1=0.673, d2=0.676 g=0.796
2/2 [==============================] - 0s 12ms/step
>4, 155/693, d1=0.678, d2=0.681 g=0.871
2/2 [==============================] - 0s 11ms/step
>4, 156/693, d1=0.682, d2=0.655 g=0.747
2/2 [==============================] - 0s 10ms/step
>4, 157/693, d1=0.681, d2=0.727 g=0.892
2/2 [==============================] - 0s 10ms/step
>4, 158/693, d1=0.675, d2=0.748 g=0.755
2/2 [==============================] - 0s 10ms/step
>4, 159/693, d1=0.670, d2=0.738 g=0.737
2/2 [==============================] - 0s 10ms/step
>4, 160/693, d1=0.665, d2=0.697 g=0.772
2/2 [==============================] - 0s 10ms/step
>4, 161/693, d1=0.675, d2=0.708 g=0.876
2/2 [==============================] - 0s 10ms/step
>4, 162/693, d1=0.700, d2=0.689 g=0.858
2/2 [==============================] - 0s 10ms/step
>4, 163/693, d1=0.688, d2=0.712 g=0.965
2/2 [==============================] - 0s 10ms/step
>4, 164/693, d1=0.692, d2=0.704 g=0.831
2/2 [==============================] - 0s 10ms/step
>4, 165/693, d1=0.698, d2=0.696 g=0.759
2/2 [==============================] - 0s 11ms/step
>4, 166/693, d1=0.709, d2=0.705 g=0.754
2/2 [==============================] - 0s 11ms/step
>4, 167/693, d1=0.692, d2=0.673 g=1.037
2/2 [==============================] - 0s 10ms/step
>4, 168/693, d1=0.686, d2=0.700 g=0.880
2/2 [==============================] - 0s 11ms/step
>4, 169/693, d1=0.680, d2=0.687 g=0.825
2/2 [==============================] - 0s 10ms/step
>4, 170/693, d1=0.683, d2=0.697 g=1.011
2/2 [==============================] - 0s 11ms/step
>4, 171/693, d1=0.704, d2=0.689 g=0.949
2/2 [==============================] - 0s 10ms/step
>4, 172/693, d1=0.705, d2=0.709 g=0.893
2/2 [==============================] - 0s 12ms/step
>4, 173/693, d1=0.697, d2=0.647 g=0.954
2/2 [==============================] - 0s 10ms/step
>4, 174/693, d1=0.689, d2=0.692 g=0.878
2/2 [==============================] - 0s 10ms/step
>4, 175/693, d1=0.674, d2=0.658 g=0.888
2/2 [==============================] - 0s 10ms/step
>4, 176/693, d1=0.706, d2=0.668 g=0.921
2/2 [==============================] - 0s 10ms/step
>4, 177/693, d1=0.688, d2=0.680 g=0.953
2/2 [==============================] - 0s 11ms/step
>4, 178/693, d1=0.696, d2=0.660 g=0.888
2/2 [==============================] - 0s 10ms/step
>4, 179/693, d1=0.695, d2=0.644 g=0.812
2/2 [==============================] - 0s 10ms/step
>4, 180/693, d1=0.679, d2=0.687 g=0.851
2/2 [==============================] - 0s 10ms/step
>4, 181/693, d1=0.679, d2=0.679 g=0.930
2/2 [==============================] - 0s 9ms/step
>4, 182/693, d1=0.675, d2=0.635 g=0.924
2/2 [==============================] - 0s 10ms/step
>4, 183/693, d1=0.672, d2=0.689 g=0.812
2/2 [==============================] - 0s 10ms/step
>4, 184/693, d1=0.690, d2=0.662 g=0.880
2/2 [==============================] - 0s 10ms/step
>4, 185/693, d1=0.683, d2=0.712 g=0.817
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
>4, 193/693, d1=0.679, d2=0.670 g=0.957
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
>4, 196/693, d1=0.689, d2=0.670 g=0.880
2/2 [==============================] - 0s 11ms/step
>4, 197/693, d1=0.682, d2=0.682 g=0.886
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
>4, 200/693, d1=0.686, d2=0.703 g=0.809
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
>4, 202/693, d1=0.683, d2=0.698 g=0.890
2/2 [==============================] - 0s 11ms/step
>4, 203/693, d1=0.689, d2=0.672 g=1.010
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
>4, 206/693, d1=0.679, d2=0.697 g=0.863
2/2 [==============================] - 0s 10ms/step
>4, 207/693, d1=0.675, d2=0.667 g=1.083
2/2 [==============================] - 0s 11ms/step
>4, 208/693, d1=0.685, d2=0.671 g=0.892
2/2 [==============================] - 0s 11ms/step
>4, 209/693, d1=0.683, d2=0.683 g=0.993
2/2 [==============================] - 0s 10ms/step
>4, 210/693, d1=0.681, d2=0.673 g=0.901
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
>4, 216/693, d1=0.676, d2=0.660 g=0.762
2/2 [==============================] - 0s 10ms/step
>4, 217/693, d1=0.680, d2=0.673 g=0.834
2/2 [==============================] - 0s 10ms/step
>4, 218/693, d1=0.688, d2=0.689 g=0.763
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
>4, 226/693, d1=0.676, d2=0.727 g=0.796
2/2 [==============================] - 0s 9ms/step
>4, 227/693, d1=0.685, d2=0.685 g=0.789
2/2 [==============================] - 0s 10ms/step
>4, 228/693, d1=0.679, d2=0.659 g=0.915
2/2 [==============================] - 0s 10ms/step
>4, 229/693, d1=0.677, d2=0.698 g=0.796
2/2 [==============================] - 0s 11ms/step
>4, 230/693, d1=0.677, d2=0.698 g=0.761
2/2 [==============================] - 0s 11ms/step
>4, 231/693, d1=0.678, d2=0.679 g=0.766
2/2 [==============================] - 0s 11ms/step
>4, 232/693, d1=0.694, d2=0.696 g=0.762
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
>4, 234/693, d1=0.698, d2=0.702 g=1.026
2/2 [==============================] - 0s 10ms/step
>4, 235/693, d1=0.689, d2=0.685 g=0.806
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
>4, 237/693, d1=0.698, d2=0.693 g=0.957
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
>4, 239/693, d1=0.692, d2=0.697 g=0.886
2/2 [==============================] - 0s 11ms/step
>4, 240/693, d1=0.689, d2=0.692 g=1.082
2/2 [==============================] - 0s 10ms/step
>4, 241/693, d1=0.702, d2=0.673 g=0.971
2/2 [==============================] - 0s 11ms/step
>4, 242/693, d1=0.689, d2=0.658 g=0.850
2/2 [==============================] - 0s 11ms/step
>4, 243/693, d1=0.691, d2=0.672 g=0.809
2/2 [==============================] - 0s 11ms/step
>4, 244/693, d1=0.693, d2=0.684 g=0.927
2/2 [==============================] - 0s 10ms/step
>4, 245/693, d1=0.691, d2=0.693 g=0.858
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
>4, 248/693, d1=0.681, d2=0.680 g=0.804
2/2 [==============================] - 0s 11ms/step
>4, 249/693, d1=0.692, d2=0.709 g=0.738
2/2 [==============================] - 0s 10ms/step
>4, 250/693, d1=0.671, d2=0.630 g=0.885
2/2 [==============================] - 0s 10ms/step
>4, 251/693, d1=0.690, d2=0.695 g=0.886
2/2 [==============================] - 0s 10ms/step
>4, 252/693, d1=0.688, d2=0.677 g=0.888
2/2 [==============================] - 0s 10ms/step
>4, 253/693, d1=0.696, d2=0.687 g=1.004
2/2 [==============================] - 0s 10ms/step
>4, 254/693, d1=0.687, d2=0.660 g=0.842
2/2 [==============================] - 0s 11ms/step
>4, 255/693, d1=0.682, d2=0.680 g=0.838
2/2 [==============================] - 0s 11ms/step
>4, 256/693, d1=0.683, d2=0.668 g=0.693
2/2 [==============================] - 0s 10ms/step
>4, 257/693, d1=0.694, d2=0.682 g=0.993
2/2 [==============================] - 0s 11ms/step
>4, 258/693, d1=0.692, d2=0.662 g=0.986
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 12ms/step
>4, 261/693, d1=0.692, d2=0.677 g=0.801
2/2 [==============================] - 0s 11ms/step
>4, 262/693, d1=0.686, d2=0.672 g=0.759
2/2 [==============================] - 0s 11ms/step
>4, 263/693, d1=0.676, d2=0.702 g=0.842
2/2 [==============================] - 0s 10ms/step
>4, 264/693, d1=0.679, d2=0.661 g=0.922
2/2 [==============================] - 0s 10ms/step
>4, 265/693, d1=0.686, d2=0.672 g=0.727
2/2 [==============================] - 0s 11ms/step
>4, 266/693, d1=0.676, d2=0.694 g=0.839
2/2 [==============================] - 0s 10ms/step
>4, 267/693, d1=0.673, d2=0.671 g=0.994
2/2 [==============================] - 0s 10ms/step
>4, 268/693, d1=0.681, d2=0.715 g=0.809
2/2 [==============================] - 0s 10ms/step
>4, 269/693, d1=0.690, d2=0.693 g=0.897
2/2 [==============================] - 0s 11ms/step
>4, 270/693, d1=0.674, d2=0.688 g=0.899
2/2 [==============================] - 0s 12ms/step
>4, 271/693, d1=0.677, d2=0.648 g=1.074
2/2 [==============================] - 0s 10ms/step
>4, 272/693, d1=0.685, d2=0.684 g=1.006
2/2 [==============================] - 0s 11ms/step
>4, 273/693, d1=0.668, d2=0.695 g=0.898
2/2 [==============================] - 0s 12ms/step
>4, 274/693, d1=0.668, d2=0.675 g=0.941
2/2 [==============================] - 0s 12ms/step
>4, 275/693, d1=0.676, d2=0.678 g=0.938
2/2 [==============================] - 0s 11ms/step
>4, 276/693, d1=0.683, d2=0.670 g=1.003
2/2 [==============================] - 0s 10ms/step
>4, 277/693, d1=0.682, d2=0.678 g=0.775
2/2 [==============================] - 0s 10ms/step
>4, 278/693, d1=0.688, d2=0.680 g=0.780
2/2 [==============================] - 0s 9ms/step
>4, 279/693, d1=0.673, d2=0.663 g=0.924
2/2 [==============================] - 0s 10ms/step
>4, 280/693, d1=0.679, d2=0.694 g=0.800
2/2 [==============================] - 0s 10ms/step
>4, 281/693, d1=0.677, d2=0.701 g=0.846
2/2 [==============================] - 0s 11ms/step
>4, 282/693, d1=0.674, d2=0.726 g=0.915
2/2 [==============================] - 0s 11ms/step
>4, 283/693, d1=0.692, d2=0.683 g=0.851
2/2 [==============================] - 0s 11ms/step
>4, 284/693, d1=0.680, d2=0.674 g=0.856
2/2 [==============================] - 0s 9ms/step
>4, 285/693, d1=0.686, d2=0.701 g=0.903
2/2 [==============================] - 0s 10ms/step
>4, 286/693, d1=0.688, d2=0.688 g=0.912
2/2 [==============================] - 0s 10ms/step
>4, 287/693, d1=0.680, d2=0.706 g=0.849
2/2 [==============================] - 0s 10ms/step
>4, 288/693, d1=0.686, d2=0.682 g=0.793
2/2 [==============================] - 0s 11ms/step
>4, 289/693, d1=0.686, d2=0.684 g=0.831
2/2 [==============================] - 0s 10ms/step
>4, 290/693, d1=0.689, d2=0.713 g=0.941
2/2 [==============================] - 0s 10ms/step
>4, 291/693, d1=0.679, d2=0.663 g=0.907
2/2 [==============================] - 0s 11ms/step
>4, 292/693, d1=0.684, d2=0.698 g=0.758
2/2 [==============================] - 0s 11ms/step
>4, 293/693, d1=0.691, d2=0.685 g=0.887
2/2 [==============================] - 0s 12ms/step
>4, 294/693, d1=0.697, d2=0.673 g=1.070
2/2 [==============================] - 0s 10ms/step
>4, 295/693, d1=0.699, d2=0.679 g=0.856
2/2 [==============================] - 0s 11ms/step
>4, 296/693, d1=0.699, d2=0.677 g=0.802
2/2 [==============================] - 0s 11ms/step
>4, 297/693, d1=0.696, d2=0.690 g=0.808
2/2 [==============================] - 0s 10ms/step
>4, 298/693, d1=0.694, d2=0.700 g=0.806
2/2 [==============================] - 0s 11ms/step
>4, 299/693, d1=0.696, d2=0.648 g=0.934
2/2 [==============================] - 0s 11ms/step
>4, 300/693, d1=0.687, d2=0.698 g=0.925
2/2 [==============================] - 0s 11ms/step
>4, 301/693, d1=0.695, d2=0.683 g=0.814
2/2 [==============================] - 0s 11ms/step
>4, 302/693, d1=0.693, d2=0.668 g=0.881
2/2 [==============================] - 0s 11ms/step
>4, 303/693, d1=0.695, d2=0.656 g=0.852
2/2 [==============================] - 0s 11ms/step
>4, 304/693, d1=0.691, d2=0.660 g=0.849
2/2 [==============================] - 0s 10ms/step
>4, 305/693, d1=0.684, d2=0.673 g=0.856
2/2 [==============================] - 0s 10ms/step
>4, 306/693, d1=0.686, d2=0.658 g=0.736
2/2 [==============================] - 0s 10ms/step
>4, 307/693, d1=0.681, d2=0.681 g=0.932
2/2 [==============================] - 0s 11ms/step
>4, 308/693, d1=0.683, d2=0.670 g=0.774
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 9ms/step
>4, 310/693, d1=0.694, d2=0.681 g=0.862
2/2 [==============================] - 0s 10ms/step
>4, 311/693, d1=0.685, d2=0.671 g=0.933
2/2 [==============================] - 0s 11ms/step
>4, 312/693, d1=0.695, d2=0.682 g=0.890
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
>4, 314/693, d1=0.678, d2=0.647 g=0.970
2/2 [==============================] - 0s 11ms/step
>4, 315/693, d1=0.687, d2=0.675 g=0.924
2/2 [==============================] - 0s 10ms/step
>4, 316/693, d1=0.687, d2=0.694 g=0.905
2/2 [==============================] - 0s 11ms/step
>4, 317/693, d1=0.683, d2=0.678 g=0.961
2/2 [==============================] - 0s 10ms/step
>4, 318/693, d1=0.690, d2=0.660 g=0.967
2/2 [==============================] - 0s 11ms/step
>4, 319/693, d1=0.695, d2=0.654 g=0.852
2/2 [==============================] - 0s 10ms/step
>4, 320/693, d1=0.685, d2=0.696 g=0.927
2/2 [==============================] - 0s 11ms/step
>4, 321/693, d1=0.690, d2=0.688 g=1.041
2/2 [==============================] - 0s 10ms/step
>4, 322/693, d1=0.685, d2=0.685 g=0.904
2/2 [==============================] - 0s 11ms/step
>4, 323/693, d1=0.690, d2=0.694 g=0.809
2/2 [==============================] - 0s 11ms/step
>4, 324/693, d1=0.695, d2=0.684 g=0.859
2/2 [==============================] - 0s 11ms/step
>4, 325/693, d1=0.686, d2=0.704 g=0.807
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
>4, 328/693, d1=0.690, d2=0.694 g=0.903
2/2 [==============================] - 0s 10ms/step
>4, 329/693, d1=0.689, d2=0.682 g=0.845
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
>4, 334/693, d1=0.688, d2=0.678 g=0.812
2/2 [==============================] - 0s 11ms/step
>4, 335/693, d1=0.690, d2=0.688 g=0.856
2/2 [==============================] - 0s 11ms/step
>4, 336/693, d1=0.677, d2=0.682 g=0.932
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
>4, 344/693, d1=0.676, d2=0.680 g=0.866
2/2 [==============================] - 0s 10ms/step
>4, 345/693, d1=0.670, d2=0.690 g=0.873
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
>4, 351/693, d1=0.681, d2=0.688 g=0.908
2/2 [==============================] - 0s 11ms/step
>4, 352/693, d1=0.688, d2=0.702 g=0.876
2/2 [==============================] - 0s 11ms/step
>4, 353/693, d1=0.695, d2=0.712 g=0.843
2/2 [==============================] - 0s 10ms/step
>4, 354/693, d1=0.685, d2=0.715 g=0.793
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
>4, 356/693, d1=0.695, d2=0.698 g=0.753
2/2 [==============================] - 0s 10ms/step
>4, 357/693, d1=0.684, d2=0.659 g=0.847
2/2 [==============================] - 0s 10ms/step
>4, 358/693, d1=0.693, d2=0.677 g=1.027
2/2 [==============================] - 0s 11ms/step
>4, 359/693, d1=0.689, d2=0.649 g=0.957
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
>4, 361/693, d1=0.691, d2=0.695 g=0.881
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
>4, 363/693, d1=0.702, d2=0.688 g=0.896
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
>4, 367/693, d1=0.675, d2=0.683 g=0.956
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
>4, 371/693, d1=0.684, d2=0.698 g=0.922
2/2 [==============================] - 0s 12ms/step
>4, 372/693, d1=0.674, d2=0.679 g=0.911
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
>4, 375/693, d1=0.668, d2=0.697 g=0.874
2/2 [==============================] - 0s 12ms/step
>4, 376/693, d1=0.697, d2=0.693 g=0.838
2/2 [==============================] - 0s 9ms/step
>4, 377/693, d1=0.683, d2=0.677 g=0.883
2/2 [==============================] - 0s 11ms/step
>4, 378/693, d1=0.678, d2=0.667 g=0.807
2/2 [==============================] - 0s 10ms/step
>4, 379/693, d1=0.682, d2=0.695 g=0.805
2/2 [==============================] - 0s 10ms/step
>4, 380/693, d1=0.684, d2=0.705 g=0.865
2/2 [==============================] - 0s 12ms/step
>4, 381/693, d1=0.678, d2=0.683 g=1.111
2/2 [==============================] - 0s 10ms/step
>4, 382/693, d1=0.669, d2=0.683 g=0.870
2/2 [==============================] - 0s 10ms/step
>4, 383/693, d1=0.691, d2=0.676 g=0.762
2/2 [==============================] - 0s 11ms/step
>4, 384/693, d1=0.687, d2=0.690 g=0.852
2/2 [==============================] - 0s 11ms/step
>4, 385/693, d1=0.675, d2=0.700 g=1.036
2/2 [==============================] - 0s 10ms/step
>4, 386/693, d1=0.676, d2=0.661 g=0.869
2/2 [==============================] - 0s 10ms/step
>4, 387/693, d1=0.690, d2=0.674 g=0.922
2/2 [==============================] - 0s 11ms/step
>4, 388/693, d1=0.684, d2=0.696 g=0.803
2/2 [==============================] - 0s 11ms/step
>4, 389/693, d1=0.681, d2=0.701 g=0.946
2/2 [==============================] - 0s 10ms/step
>4, 390/693, d1=0.690, d2=0.696 g=0.871
2/2 [==============================] - 0s 9ms/step
>4, 391/693, d1=0.670, d2=0.692 g=0.839
2/2 [==============================] - 0s 10ms/step
>4, 392/693, d1=0.675, d2=0.720 g=0.915
2/2 [==============================] - 0s 11ms/step
>4, 393/693, d1=0.685, d2=0.692 g=0.921
2/2 [==============================] - 0s 11ms/step
>4, 394/693, d1=0.697, d2=0.652 g=0.813
2/2 [==============================] - 0s 11ms/step
>4, 395/693, d1=0.694, d2=0.701 g=0.884
2/2 [==============================] - 0s 11ms/step
>4, 396/693, d1=0.684, d2=0.691 g=0.964
2/2 [==============================] - 0s 10ms/step
>4, 397/693, d1=0.672, d2=0.698 g=0.890
2/2 [==============================] - 0s 12ms/step
>4, 398/693, d1=0.683, d2=0.644 g=0.970
2/2 [==============================] - 0s 10ms/step
>4, 399/693, d1=0.670, d2=0.703 g=0.847
2/2 [==============================] - 0s 11ms/step
>4, 400/693, d1=0.678, d2=0.697 g=0.920
2/2 [==============================] - 0s 11ms/step
>4, 401/693, d1=0.680, d2=0.702 g=0.887
2/2 [==============================] - 0s 11ms/step
>4, 402/693, d1=0.686, d2=0.697 g=0.922
2/2 [==============================] - 0s 11ms/step
>4, 403/693, d1=0.687, d2=0.639 g=0.872
2/2 [==============================] - 0s 12ms/step
>4, 404/693, d1=0.685, d2=0.684 g=0.688
2/2 [==============================] - 0s 11ms/step
>4, 405/693, d1=0.678, d2=0.689 g=0.924
2/2 [==============================] - 0s 11ms/step
>4, 406/693, d1=0.666, d2=0.665 g=0.874
2/2 [==============================] - 0s 10ms/step
>4, 407/693, d1=0.678, d2=0.701 g=0.790
2/2 [==============================] - 0s 11ms/step
>4, 408/693, d1=0.682, d2=0.701 g=0.917
2/2 [==============================] - 0s 10ms/step
>4, 409/693, d1=0.683, d2=0.704 g=0.881
2/2 [==============================] - 0s 10ms/step
>4, 410/693, d1=0.674, d2=0.710 g=0.830
2/2 [==============================] - 0s 11ms/step
>4, 411/693, d1=0.681, d2=0.664 g=0.841
2/2 [==============================] - 0s 10ms/step
>4, 412/693, d1=0.671, d2=0.708 g=0.878
2/2 [==============================] - 0s 11ms/step
>4, 413/693, d1=0.691, d2=0.697 g=0.793
2/2 [==============================] - 0s 11ms/step
>4, 414/693, d1=0.690, d2=0.709 g=0.919
2/2 [==============================] - 0s 11ms/step
>4, 415/693, d1=0.685, d2=0.676 g=0.797
2/2 [==============================] - 0s 11ms/step
>4, 416/693, d1=0.693, d2=0.706 g=0.947
2/2 [==============================] - 0s 11ms/step
>4, 417/693, d1=0.690, d2=0.712 g=0.912
2/2 [==============================] - 0s 11ms/step
>4, 418/693, d1=0.693, d2=0.677 g=0.840
2/2 [==============================] - 0s 11ms/step
>4, 419/693, d1=0.687, d2=0.677 g=0.923
2/2 [==============================] - 0s 11ms/step
>4, 420/693, d1=0.697, d2=0.699 g=0.877
2/2 [==============================] - 0s 10ms/step
>4, 421/693, d1=0.700, d2=0.676 g=0.963
2/2 [==============================] - 0s 10ms/step
>4, 422/693, d1=0.685, d2=0.692 g=0.771
2/2 [==============================] - 0s 11ms/step
>4, 423/693, d1=0.690, d2=0.617 g=0.888
2/2 [==============================] - 0s 11ms/step
>4, 424/693, d1=0.691, d2=0.687 g=0.878
2/2 [==============================] - 0s 11ms/step
>4, 425/693, d1=0.697, d2=0.660 g=0.921
2/2 [==============================] - 0s 10ms/step
>4, 426/693, d1=0.700, d2=0.637 g=0.990
2/2 [==============================] - 0s 12ms/step
>4, 427/693, d1=0.691, d2=0.623 g=0.802
2/2 [==============================] - 0s 11ms/step
>4, 428/693, d1=0.692, d2=0.664 g=0.843
2/2 [==============================] - 0s 11ms/step
>4, 429/693, d1=0.680, d2=0.701 g=0.730
2/2 [==============================] - 0s 10ms/step
>4, 430/693, d1=0.693, d2=0.686 g=0.918
2/2 [==============================] - 0s 9ms/step
>4, 431/693, d1=0.685, d2=0.663 g=0.962
2/2 [==============================] - 0s 10ms/step
>4, 432/693, d1=0.691, d2=0.663 g=0.959
2/2 [==============================] - 0s 11ms/step
>4, 433/693, d1=0.692, d2=0.653 g=0.961
2/2 [==============================] - 0s 11ms/step
>4, 434/693, d1=0.681, d2=0.706 g=0.894
2/2 [==============================] - 0s 10ms/step
>4, 435/693, d1=0.687, d2=0.680 g=0.843
2/2 [==============================] - 0s 11ms/step
>4, 436/693, d1=0.691, d2=0.701 g=1.241
2/2 [==============================] - 0s 11ms/step
>4, 437/693, d1=0.685, d2=0.658 g=0.882
2/2 [==============================] - 0s 10ms/step
>4, 438/693, d1=0.688, d2=0.671 g=0.897
2/2 [==============================] - 0s 10ms/step
>4, 439/693, d1=0.703, d2=0.676 g=0.883
2/2 [==============================] - 0s 10ms/step
>4, 440/693, d1=0.690, d2=0.665 g=0.912
2/2 [==============================] - 0s 11ms/step
>4, 441/693, d1=0.683, d2=0.694 g=0.924
2/2 [==============================] - 0s 10ms/step
>4, 442/693, d1=0.691, d2=0.696 g=0.927
2/2 [==============================] - 0s 11ms/step
>4, 443/693, d1=0.690, d2=0.683 g=0.849
2/2 [==============================] - 0s 11ms/step
>4, 444/693, d1=0.686, d2=0.690 g=1.121
2/2 [==============================] - 0s 11ms/step
>4, 445/693, d1=0.693, d2=0.712 g=0.898
2/2 [==============================] - 0s 10ms/step
>4, 446/693, d1=0.700, d2=0.658 g=0.881
2/2 [==============================] - 0s 10ms/step
>4, 447/693, d1=0.681, d2=0.680 g=1.068
2/2 [==============================] - 0s 11ms/step
>4, 448/693, d1=0.691, d2=0.672 g=0.935
2/2 [==============================] - 0s 10ms/step
>4, 449/693, d1=0.686, d2=0.703 g=0.818
2/2 [==============================] - 0s 10ms/step
>4, 450/693, d1=0.689, d2=0.638 g=0.898
2/2 [==============================] - 0s 10ms/step
>4, 451/693, d1=0.688, d2=0.677 g=0.901
2/2 [==============================] - 0s 11ms/step
>4, 452/693, d1=0.701, d2=0.647 g=0.784
2/2 [==============================] - 0s 10ms/step
>4, 453/693, d1=0.691, d2=0.644 g=0.749
2/2 [==============================] - 0s 11ms/step
>4, 454/693, d1=0.687, d2=0.649 g=0.826
2/2 [==============================] - 0s 10ms/step
>4, 455/693, d1=0.695, d2=0.644 g=0.830
2/2 [==============================] - 0s 11ms/step
>4, 456/693, d1=0.683, d2=0.610 g=0.945
2/2 [==============================] - 0s 10ms/step
>4, 457/693, d1=0.687, d2=0.680 g=0.947
2/2 [==============================] - 0s 10ms/step
>4, 458/693, d1=0.692, d2=0.668 g=0.784
2/2 [==============================] - 0s 10ms/step
>4, 459/693, d1=0.691, d2=0.681 g=0.832
2/2 [==============================] - 0s 10ms/step
>4, 460/693, d1=0.687, d2=0.644 g=0.904
2/2 [==============================] - 0s 10ms/step
>4, 461/693, d1=0.672, d2=0.652 g=0.901
2/2 [==============================] - 0s 10ms/step
>4, 462/693, d1=0.679, d2=0.670 g=0.951
2/2 [==============================] - 0s 10ms/step
>4, 463/693, d1=0.676, d2=0.646 g=0.796
2/2 [==============================] - 0s 10ms/step
>4, 464/693, d1=0.676, d2=0.625 g=0.977
2/2 [==============================] - 0s 11ms/step
>4, 465/693, d1=0.671, d2=0.665 g=0.823
2/2 [==============================] - 0s 10ms/step
>4, 466/693, d1=0.676, d2=0.687 g=0.854
2/2 [==============================] - 0s 10ms/step
>4, 467/693, d1=0.683, d2=0.662 g=0.967
2/2 [==============================] - 0s 11ms/step
>4, 468/693, d1=0.682, d2=0.683 g=0.841
2/2 [==============================] - 0s 11ms/step
>4, 469/693, d1=0.659, d2=0.678 g=0.911
2/2 [==============================] - 0s 10ms/step
>4, 470/693, d1=0.676, d2=0.698 g=0.947
2/2 [==============================] - 0s 11ms/step
>4, 471/693, d1=0.687, d2=0.703 g=1.101
2/2 [==============================] - 0s 11ms/step
>4, 472/693, d1=0.682, d2=0.679 g=0.990
2/2 [==============================] - 0s 11ms/step
>4, 473/693, d1=0.668, d2=0.712 g=1.072
2/2 [==============================] - 0s 12ms/step
>4, 474/693, d1=0.669, d2=0.696 g=0.833
2/2 [==============================] - 0s 10ms/step
>4, 475/693, d1=0.688, d2=0.708 g=0.955
2/2 [==============================] - 0s 10ms/step
>4, 476/693, d1=0.686, d2=0.729 g=0.841
2/2 [==============================] - 0s 10ms/step
>4, 477/693, d1=0.688, d2=0.703 g=0.990
2/2 [==============================] - 0s 11ms/step
>4, 478/693, d1=0.692, d2=0.691 g=0.763
2/2 [==============================] - 0s 11ms/step
>4, 479/693, d1=0.688, d2=0.711 g=0.842
2/2 [==============================] - 0s 12ms/step
>4, 480/693, d1=0.698, d2=0.698 g=0.769
2/2 [==============================] - 0s 10ms/step
>4, 481/693, d1=0.695, d2=0.694 g=0.807
2/2 [==============================] - 0s 12ms/step
>4, 482/693, d1=0.697, d2=0.679 g=0.774
2/2 [==============================] - 0s 10ms/step
>4, 483/693, d1=0.700, d2=0.673 g=0.898
2/2 [==============================] - 0s 10ms/step
>4, 484/693, d1=0.704, d2=0.697 g=0.770
2/2 [==============================] - 0s 10ms/step
>4, 485/693, d1=0.691, d2=0.656 g=0.856
2/2 [==============================] - 0s 10ms/step
>4, 486/693, d1=0.712, d2=0.664 g=1.015
2/2 [==============================] - 0s 11ms/step
>4, 487/693, d1=0.699, d2=0.640 g=0.859
2/2 [==============================] - 0s 10ms/step
>4, 488/693, d1=0.689, d2=0.684 g=0.888
2/2 [==============================] - 0s 10ms/step
>4, 489/693, d1=0.689, d2=0.692 g=1.089
2/2 [==============================] - 0s 10ms/step
>4, 490/693, d1=0.679, d2=0.694 g=1.021
2/2 [==============================] - 0s 11ms/step
>4, 491/693, d1=0.698, d2=0.669 g=1.132
2/2 [==============================] - 0s 11ms/step
>4, 492/693, d1=0.683, d2=0.673 g=0.867
2/2 [==============================] - 0s 10ms/step
>4, 493/693, d1=0.698, d2=0.660 g=0.975
2/2 [==============================] - 0s 10ms/step
>4, 494/693, d1=0.700, d2=0.665 g=0.905
2/2 [==============================] - 0s 11ms/step
>4, 495/693, d1=0.704, d2=0.634 g=0.948
2/2 [==============================] - 0s 10ms/step
>4, 496/693, d1=0.700, d2=0.668 g=0.893
2/2 [==============================] - 0s 11ms/step
>4, 497/693, d1=0.704, d2=0.683 g=0.861
2/2 [==============================] - 0s 10ms/step
>4, 498/693, d1=0.695, d2=0.678 g=0.924
2/2 [==============================] - 0s 10ms/step
>4, 499/693, d1=0.689, d2=0.640 g=0.926
2/2 [==============================] - 0s 10ms/step
>4, 500/693, d1=0.704, d2=0.700 g=0.896
2/2 [==============================] - 0s 11ms/step
>4, 501/693, d1=0.691, d2=0.710 g=1.045
2/2 [==============================] - 0s 11ms/step
>4, 502/693, d1=0.685, d2=0.686 g=1.005
2/2 [==============================] - 0s 10ms/step
>4, 503/693, d1=0.692, d2=0.658 g=0.731
2/2 [==============================] - 0s 12ms/step
>4, 504/693, d1=0.688, d2=0.677 g=0.803
2/2 [==============================] - 0s 10ms/step
>4, 505/693, d1=0.675, d2=0.651 g=0.960
2/2 [==============================] - 0s 11ms/step
>4, 506/693, d1=0.692, d2=0.685 g=0.908
2/2 [==============================] - 0s 10ms/step
>4, 507/693, d1=0.685, d2=0.717 g=0.796
2/2 [==============================] - 0s 11ms/step
>4, 508/693, d1=0.690, d2=0.692 g=0.844
2/2 [==============================] - 0s 9ms/step
>4, 509/693, d1=0.687, d2=0.706 g=0.948
2/2 [==============================] - 0s 10ms/step
>4, 510/693, d1=0.687, d2=0.703 g=0.795
2/2 [==============================] - 0s 9ms/step
>4, 511/693, d1=0.692, d2=0.689 g=0.796
2/2 [==============================] - 0s 12ms/step
>4, 512/693, d1=0.684, d2=0.708 g=0.810
2/2 [==============================] - 0s 11ms/step
>4, 513/693, d1=0.698, d2=0.683 g=0.930
2/2 [==============================] - 0s 11ms/step
>4, 514/693, d1=0.692, d2=0.671 g=0.882
2/2 [==============================] - 0s 10ms/step
>4, 515/693, d1=0.681, d2=0.663 g=0.895
2/2 [==============================] - 0s 11ms/step
>4, 516/693, d1=0.681, d2=0.678 g=0.976
2/2 [==============================] - 0s 11ms/step
>4, 517/693, d1=0.680, d2=0.679 g=0.929
2/2 [==============================] - 0s 10ms/step
>4, 518/693, d1=0.690, d2=0.671 g=0.807
2/2 [==============================] - 0s 10ms/step
>4, 519/693, d1=0.686, d2=0.648 g=0.890
2/2 [==============================] - 0s 11ms/step
>4, 520/693, d1=0.678, d2=0.675 g=0.933
2/2 [==============================] - 0s 10ms/step
>4, 521/693, d1=0.674, d2=0.679 g=0.850
2/2 [==============================] - 0s 11ms/step
>4, 522/693, d1=0.668, d2=0.664 g=0.775
2/2 [==============================] - 0s 11ms/step
>4, 523/693, d1=0.672, d2=0.688 g=0.816
2/2 [==============================] - 0s 10ms/step
>4, 524/693, d1=0.681, d2=0.701 g=0.770
2/2 [==============================] - 0s 11ms/step
>4, 525/693, d1=0.675, d2=0.677 g=0.875
2/2 [==============================] - 0s 10ms/step
>4, 526/693, d1=0.666, d2=0.686 g=0.834
2/2 [==============================] - 0s 11ms/step
>4, 527/693, d1=0.676, d2=0.665 g=0.991
2/2 [==============================] - 0s 10ms/step
>4, 528/693, d1=0.662, d2=0.696 g=1.014
2/2 [==============================] - 0s 10ms/step
>4, 529/693, d1=0.667, d2=0.708 g=0.865
2/2 [==============================] - 0s 10ms/step
>4, 530/693, d1=0.676, d2=0.693 g=0.802
2/2 [==============================] - 0s 11ms/step
>4, 531/693, d1=0.673, d2=0.702 g=0.866
2/2 [==============================] - 0s 10ms/step
>4, 532/693, d1=0.683, d2=0.705 g=0.859
2/2 [==============================] - 0s 10ms/step
>4, 533/693, d1=0.674, d2=0.721 g=0.951
2/2 [==============================] - 0s 10ms/step
>4, 534/693, d1=0.665, d2=0.649 g=0.937
2/2 [==============================] - 0s 10ms/step
>4, 535/693, d1=0.666, d2=0.729 g=0.675
2/2 [==============================] - 0s 11ms/step
>4, 536/693, d1=0.673, d2=0.716 g=1.095
2/2 [==============================] - 0s 11ms/step
>4, 537/693, d1=0.668, d2=0.695 g=0.958
2/2 [==============================] - 0s 10ms/step
>4, 538/693, d1=0.672, d2=0.718 g=0.995
2/2 [==============================] - 0s 11ms/step
>4, 539/693, d1=0.679, d2=0.682 g=0.836
2/2 [==============================] - 0s 10ms/step
>4, 540/693, d1=0.690, d2=0.712 g=0.756
2/2 [==============================] - 0s 14ms/step
>4, 541/693, d1=0.679, d2=0.681 g=0.927
2/2 [==============================] - 0s 10ms/step
>4, 542/693, d1=0.695, d2=0.677 g=0.890
2/2 [==============================] - 0s 10ms/step
>4, 543/693, d1=0.694, d2=0.678 g=0.887
2/2 [==============================] - 0s 10ms/step
>4, 544/693, d1=0.693, d2=0.692 g=0.896
2/2 [==============================] - 0s 10ms/step
>4, 545/693, d1=0.690, d2=0.685 g=0.805
2/2 [==============================] - 0s 10ms/step
>4, 546/693, d1=0.693, d2=0.688 g=0.853
2/2 [==============================] - 0s 10ms/step
>4, 547/693, d1=0.690, d2=0.665 g=0.872
2/2 [==============================] - 0s 11ms/step
>4, 548/693, d1=0.695, d2=0.694 g=0.985
2/2 [==============================] - 0s 11ms/step
>4, 549/693, d1=0.690, d2=0.672 g=1.015
2/2 [==============================] - 0s 11ms/step
>4, 550/693, d1=0.686, d2=0.682 g=0.949
2/2 [==============================] - 0s 11ms/step
>4, 551/693, d1=0.690, d2=0.668 g=0.790
2/2 [==============================] - 0s 10ms/step
>4, 552/693, d1=0.698, d2=0.661 g=1.032
2/2 [==============================] - 0s 11ms/step
>4, 553/693, d1=0.695, d2=0.681 g=0.791
2/2 [==============================] - 0s 10ms/step
>4, 554/693, d1=0.690, d2=0.645 g=0.783
2/2 [==============================] - 0s 10ms/step
>4, 555/693, d1=0.701, d2=0.676 g=0.830
2/2 [==============================] - 0s 11ms/step
>4, 556/693, d1=0.681, d2=0.632 g=0.778
2/2 [==============================] - 0s 11ms/step
>4, 557/693, d1=0.688, d2=0.680 g=0.860
2/2 [==============================] - 0s 11ms/step
>4, 558/693, d1=0.695, d2=0.661 g=0.812
2/2 [==============================] - 0s 11ms/step
>4, 559/693, d1=0.696, d2=0.678 g=0.991
2/2 [==============================] - 0s 10ms/step
>4, 560/693, d1=0.702, d2=0.672 g=0.769
2/2 [==============================] - 0s 11ms/step
>4, 561/693, d1=0.683, d2=0.681 g=0.820
2/2 [==============================] - 0s 10ms/step
>4, 562/693, d1=0.691, d2=0.680 g=0.884
2/2 [==============================] - 0s 11ms/step
>4, 563/693, d1=0.692, d2=0.693 g=0.924
2/2 [==============================] - 0s 10ms/step
>4, 564/693, d1=0.680, d2=0.666 g=1.039
2/2 [==============================] - 0s 10ms/step
>4, 565/693, d1=0.696, d2=0.705 g=0.928
2/2 [==============================] - 0s 11ms/step
>4, 566/693, d1=0.685, d2=0.702 g=0.844
2/2 [==============================] - 0s 11ms/step
>4, 567/693, d1=0.685, d2=0.676 g=0.725
2/2 [==============================] - 0s 10ms/step
>4, 568/693, d1=0.682, d2=0.683 g=0.959
2/2 [==============================] - 0s 9ms/step
>4, 569/693, d1=0.685, d2=0.685 g=0.802
2/2 [==============================] - 0s 11ms/step
>4, 570/693, d1=0.677, d2=0.666 g=0.847
2/2 [==============================] - 0s 10ms/step
>4, 571/693, d1=0.675, d2=0.693 g=0.845
2/2 [==============================] - 0s 10ms/step
>4, 572/693, d1=0.692, d2=0.697 g=0.924
2/2 [==============================] - 0s 9ms/step
>4, 573/693, d1=0.685, d2=0.670 g=0.978
2/2 [==============================] - 0s 10ms/step
>4, 574/693, d1=0.677, d2=0.678 g=0.967
2/2 [==============================] - 0s 11ms/step
>4, 575/693, d1=0.693, d2=0.680 g=0.907
2/2 [==============================] - 0s 10ms/step
>4, 576/693, d1=0.671, d2=0.695 g=0.903
2/2 [==============================] - 0s 11ms/step
>4, 577/693, d1=0.700, d2=0.661 g=0.881
2/2 [==============================] - 0s 11ms/step
>4, 578/693, d1=0.688, d2=0.668 g=0.852
2/2 [==============================] - 0s 10ms/step
>4, 579/693, d1=0.682, d2=0.668 g=0.987
2/2 [==============================] - 0s 11ms/step
>4, 580/693, d1=0.682, d2=0.678 g=0.864
2/2 [==============================] - 0s 10ms/step
>4, 581/693, d1=0.682, d2=0.674 g=0.937
2/2 [==============================] - 0s 10ms/step
>4, 582/693, d1=0.679, d2=0.662 g=0.914
2/2 [==============================] - 0s 11ms/step
>4, 583/693, d1=0.686, d2=0.667 g=0.743
2/2 [==============================] - 0s 11ms/step
>4, 584/693, d1=0.681, d2=0.665 g=1.029
2/2 [==============================] - 0s 10ms/step
>4, 585/693, d1=0.680, d2=0.665 g=0.810
2/2 [==============================] - 0s 11ms/step
>4, 586/693, d1=0.683, d2=0.614 g=0.890
2/2 [==============================] - 0s 10ms/step
>4, 587/693, d1=0.677, d2=0.672 g=0.858
2/2 [==============================] - 0s 13ms/step
>4, 588/693, d1=0.676, d2=0.661 g=0.812
2/2 [==============================] - 0s 10ms/step
>4, 589/693, d1=0.675, d2=0.712 g=0.907
2/2 [==============================] - 0s 10ms/step
>4, 590/693, d1=0.677, d2=0.672 g=0.886
2/2 [==============================] - 0s 11ms/step
>4, 591/693, d1=0.689, d2=0.661 g=0.806
2/2 [==============================] - 0s 10ms/step
>4, 592/693, d1=0.680, d2=0.713 g=0.933
2/2 [==============================] - 0s 13ms/step
>4, 593/693, d1=0.683, d2=0.665 g=0.959
2/2 [==============================] - 0s 10ms/step
>4, 594/693, d1=0.687, d2=0.674 g=0.834
2/2 [==============================] - 0s 11ms/step
>4, 595/693, d1=0.677, d2=0.696 g=0.924
2/2 [==============================] - 0s 11ms/step
>4, 596/693, d1=0.683, d2=0.665 g=0.838
2/2 [==============================] - 0s 11ms/step
>4, 597/693, d1=0.681, d2=0.675 g=0.838
2/2 [==============================] - 0s 11ms/step
>4, 598/693, d1=0.696, d2=0.705 g=0.913
2/2 [==============================] - 0s 11ms/step
>4, 599/693, d1=0.681, d2=0.672 g=0.893
2/2 [==============================] - 0s 11ms/step
>4, 600/693, d1=0.681, d2=0.703 g=0.848
2/2 [==============================] - 0s 10ms/step
>4, 601/693, d1=0.671, d2=0.696 g=0.891
2/2 [==============================] - 0s 10ms/step
>4, 602/693, d1=0.702, d2=0.685 g=0.811
2/2 [==============================] - 0s 16ms/step
>4, 603/693, d1=0.685, d2=0.666 g=0.970
2/2 [==============================] - 0s 10ms/step
>4, 604/693, d1=0.680, d2=0.690 g=0.858
2/2 [==============================] - 0s 10ms/step
>4, 605/693, d1=0.693, d2=0.681 g=0.939
2/2 [==============================] - 0s 10ms/step
>4, 606/693, d1=0.688, d2=0.673 g=0.945
2/2 [==============================] - 0s 13ms/step
>4, 607/693, d1=0.690, d2=0.694 g=0.865
2/2 [==============================] - 0s 10ms/step
>4, 608/693, d1=0.684, d2=0.660 g=0.935
2/2 [==============================] - 0s 10ms/step
>4, 609/693, d1=0.698, d2=0.678 g=0.864
2/2 [==============================] - 0s 10ms/step
>4, 610/693, d1=0.684, d2=0.667 g=0.894
2/2 [==============================] - 0s 12ms/step
>4, 611/693, d1=0.676, d2=0.683 g=1.062
2/2 [==============================] - 0s 10ms/step
>4, 612/693, d1=0.683, d2=0.667 g=0.775
2/2 [==============================] - 0s 11ms/step
>4, 613/693, d1=0.690, d2=0.670 g=0.813
2/2 [==============================] - 0s 11ms/step
>4, 614/693, d1=0.685, d2=0.662 g=0.818
2/2 [==============================] - 0s 11ms/step
>4, 615/693, d1=0.684, d2=0.693 g=0.899
2/2 [==============================] - 0s 11ms/step
>4, 616/693, d1=0.690, d2=0.681 g=1.034
2/2 [==============================] - 0s 11ms/step
>4, 617/693, d1=0.688, d2=0.691 g=1.019
2/2 [==============================] - 0s 10ms/step
>4, 618/693, d1=0.686, d2=0.644 g=0.978
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
>4, 620/693, d1=0.686, d2=0.692 g=0.907
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
>4, 624/693, d1=0.695, d2=0.695 g=0.937
2/2 [==============================] - 0s 11ms/step
>4, 625/693, d1=0.689, d2=0.682 g=0.889
2/2 [==============================] - 0s 10ms/step
>4, 626/693, d1=0.689, d2=0.680 g=0.935
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
>4, 630/693, d1=0.690, d2=0.711 g=0.987
2/2 [==============================] - 0s 10ms/step
>4, 631/693, d1=0.684, d2=0.694 g=0.906
2/2 [==============================] - 0s 9ms/step
>4, 632/693, d1=0.681, d2=0.648 g=0.853
2/2 [==============================] - 0s 11ms/step
>4, 633/693, d1=0.687, d2=0.662 g=0.946
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
>4, 635/693, d1=0.676, d2=0.650 g=1.027
2/2 [==============================] - 0s 11ms/step
>4, 636/693, d1=0.686, d2=0.668 g=0.950
2/2 [==============================] - 0s 11ms/step
>4, 637/693, d1=0.679, d2=0.641 g=0.815
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
>4, 640/693, d1=0.689, d2=0.695 g=0.893
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
>4, 643/693, d1=0.683, d2=0.662 g=0.903
2/2 [==============================] - 0s 12ms/step
>4, 644/693, d1=0.694, d2=0.682 g=0.912
2/2 [==============================] - 0s 11ms/step
>4, 645/693, d1=0.683, d2=0.664 g=0.875
2/2 [==============================] - 0s 11ms/step
>4, 646/693, d1=0.689, d2=0.660 g=0.870
2/2 [==============================] - 0s 10ms/step
>4, 647/693, d1=0.687, d2=0.675 g=0.913
2/2 [==============================] - 0s 11ms/step
>4, 648/693, d1=0.689, d2=0.632 g=0.753
2/2 [==============================] - 0s 11ms/step
>4, 649/693, d1=0.680, d2=0.692 g=0.867
2/2 [==============================] - 0s 11ms/step
>4, 650/693, d1=0.674, d2=0.661 g=1.130
2/2 [==============================] - 0s 9ms/step
>4, 651/693, d1=0.683, d2=0.695 g=0.858
2/2 [==============================] - 0s 10ms/step
>4, 652/693, d1=0.680, d2=0.694 g=0.776
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
>4, 656/693, d1=0.691, d2=0.666 g=0.893
2/2 [==============================] - 0s 10ms/step
>4, 657/693, d1=0.673, d2=0.683 g=0.861
2/2 [==============================] - 0s 11ms/step
>4, 658/693, d1=0.684, d2=0.690 g=0.804
2/2 [==============================] - 0s 11ms/step
>4, 659/693, d1=0.691, d2=0.703 g=0.927
2/2 [==============================] - 0s 10ms/step
>4, 660/693, d1=0.678, d2=0.682 g=0.898
2/2 [==============================] - 0s 11ms/step
>4, 661/693, d1=0.684, d2=0.664 g=0.946
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
>4, 663/693, d1=0.684, d2=0.682 g=0.882
2/2 [==============================] - 0s 10ms/step
>4, 664/693, d1=0.690, d2=0.634 g=0.813
2/2 [==============================] - 0s 11ms/step
>4, 665/693, d1=0.682, d2=0.708 g=0.922
2/2 [==============================] - 0s 10ms/step
>4, 666/693, d1=0.688, d2=0.709 g=0.799
2/2 [==============================] - 0s 11ms/step
>4, 667/693, d1=0.677, d2=0.720 g=0.814
2/2 [==============================] - 0s 11ms/step
>4, 668/693, d1=0.694, d2=0.707 g=0.724
2/2 [==============================] - 0s 11ms/step
>4, 669/693, d1=0.696, d2=0.668 g=0.907
2/2 [==============================] - 0s 11ms/step
>4, 670/693, d1=0.687, d2=0.658 g=1.088
2/2 [==============================] - 0s 11ms/step
>4, 671/693, d1=0.686, d2=0.690 g=0.904
2/2 [==============================] - 0s 11ms/step
>4, 672/693, d1=0.687, d2=0.681 g=0.856
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
>4, 675/693, d1=0.694, d2=0.653 g=0.950
2/2 [==============================] - 0s 10ms/step
>4, 676/693, d1=0.687, d2=0.681 g=0.851
2/2 [==============================] - 0s 10ms/step
>4, 677/693, d1=0.695, d2=0.674 g=1.141
2/2 [==============================] - 0s 10ms/step
>4, 678/693, d1=0.686, d2=0.691 g=0.858
2/2 [==============================] - 0s 10ms/step
>4, 679/693, d1=0.688, d2=0.651 g=0.863
2/2 [==============================] - 0s 10ms/step
>4, 680/693, d1=0.676, d2=0.676 g=0.992
2/2 [==============================] - 0s 11ms/step
>4, 681/693, d1=0.683, d2=0.681 g=0.862
2/2 [==============================] - 0s 10ms/step
>4, 682/693, d1=0.685, d2=0.664 g=1.009
2/2 [==============================] - 0s 9ms/step
>4, 683/693, d1=0.689, d2=0.656 g=0.773
2/2 [==============================] - 0s 11ms/step
>4, 684/693, d1=0.683, d2=0.672 g=0.895
2/2 [==============================] - 0s 10ms/step
>4, 685/693, d1=0.682, d2=0.660 g=0.777
2/2 [==============================] - 0s 11ms/step
>4, 686/693, d1=0.689, d2=0.677 g=0.984
2/2 [==============================] - 0s 11ms/step
>4, 687/693, d1=0.679, d2=0.687 g=1.027
2/2 [==============================] - 0s 11ms/step
>4, 688/693, d1=0.684, d2=0.638 g=0.979
2/2 [==============================] - 0s 10ms/step
>4, 689/693, d1=0.690, d2=0.680 g=0.951
2/2 [==============================] - 0s 10ms/step
>4, 690/693, d1=0.682, d2=0.655 g=0.738
2/2 [==============================] - 0s 11ms/step
>4, 691/693, d1=0.685, d2=0.692 g=0.890
2/2 [==============================] - 0s 10ms/step
>4, 692/693, d1=0.669, d2=0.682 g=0.814
2/2 [==============================] - 0s 11ms/step
>4, 693/693, d1=0.684, d2=0.666 g=0.982
2/2 [==============================] - 0s 11ms/step
>5, 1/693, d1=0.680, d2=0.675 g=0.949
2/2 [==============================] - 0s 10ms/step
>5, 2/693, d1=0.684, d2=0.686 g=1.035
2/2 [==============================] - 0s 11ms/step
>5, 3/693, d1=0.678, d2=0.614 g=1.018
2/2 [==============================] - 0s 10ms/step
>5, 4/693, d1=0.678, d2=0.673 g=0.950
2/2 [==============================] - 0s 11ms/step
>5, 5/693, d1=0.679, d2=0.688 g=0.846
2/2 [==============================] - 0s 12ms/step
>5, 6/693, d1=0.678, d2=0.707 g=1.020
2/2 [==============================] - 0s 11ms/step
>5, 7/693, d1=0.686, d2=0.691 g=0.857
2/2 [==============================] - 0s 11ms/step
>5, 8/693, d1=0.679, d2=0.664 g=0.868
2/2 [==============================] - 0s 12ms/step
>5, 9/693, d1=0.680, d2=0.674 g=0.906
2/2 [==============================] - 0s 12ms/step
>5, 10/693, d1=0.679, d2=0.656 g=0.736
2/2 [==============================] - 0s 11ms/step
>5, 11/693, d1=0.679, d2=0.675 g=0.863
2/2 [==============================] - 0s 11ms/step
>5, 12/693, d1=0.683, d2=0.694 g=0.852
2/2 [==============================] - 0s 11ms/step
>5, 13/693, d1=0.668, d2=0.697 g=0.736
2/2 [==============================] - 0s 12ms/step
>5, 14/693, d1=0.694, d2=0.700 g=1.016
2/2 [==============================] - 0s 10ms/step
>5, 15/693, d1=0.674, d2=0.663 g=0.819
2/2 [==============================] - 0s 11ms/step
>5, 16/693, d1=0.674, d2=0.683 g=0.976
2/2 [==============================] - 0s 11ms/step
>5, 17/693, d1=0.675, d2=0.649 g=0.786
2/2 [==============================] - 0s 12ms/step
>5, 18/693, d1=0.669, d2=0.671 g=0.941
2/2 [==============================] - 0s 11ms/step
>5, 19/693, d1=0.693, d2=0.651 g=1.039
2/2 [==============================] - 0s 13ms/step
>5, 20/693, d1=0.678, d2=0.689 g=0.948
2/2 [==============================] - 0s 11ms/step
>5, 21/693, d1=0.673, d2=0.702 g=1.183
2/2 [==============================] - 0s 12ms/step
>5, 22/693, d1=0.677, d2=0.700 g=0.942
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
>5, 24/693, d1=0.673, d2=0.654 g=0.807
2/2 [==============================] - 0s 11ms/step
>5, 25/693, d1=0.677, d2=0.694 g=0.853
2/2 [==============================] - 0s 11ms/step
>5, 26/693, d1=0.682, d2=0.661 g=0.773
2/2 [==============================] - 0s 11ms/step
>5, 27/693, d1=0.684, d2=0.640 g=0.892
2/2 [==============================] - 0s 11ms/step
>5, 28/693, d1=0.665, d2=0.680 g=0.857
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
>5, 31/693, d1=0.665, d2=0.691 g=0.991
2/2 [==============================] - 0s 11ms/step
>5, 32/693, d1=0.672, d2=0.660 g=0.896
2/2 [==============================] - 0s 10ms/step
>5, 33/693, d1=0.684, d2=0.704 g=0.899
2/2 [==============================] - 0s 10ms/step
>5, 34/693, d1=0.670, d2=0.700 g=0.814
2/2 [==============================] - 0s 9ms/step
>5, 35/693, d1=0.676, d2=0.692 g=0.855
2/2 [==============================] - 0s 11ms/step
>5, 36/693, d1=0.686, d2=0.699 g=0.766
2/2 [==============================] - 0s 11ms/step
>5, 37/693, d1=0.682, d2=0.701 g=0.978
2/2 [==============================] - 0s 11ms/step
>5, 38/693, d1=0.676, d2=0.693 g=1.106
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 13ms/step
>5, 40/693, d1=0.686, d2=0.698 g=0.906
2/2 [==============================] - 0s 10ms/step
>5, 41/693, d1=0.688, d2=0.670 g=0.763
2/2 [==============================] - 0s 9ms/step
>5, 42/693, d1=0.699, d2=0.669 g=0.768
2/2 [==============================] - 0s 11ms/step
>5, 43/693, d1=0.675, d2=0.687 g=0.980
2/2 [==============================] - 0s 10ms/step
>5, 44/693, d1=0.687, d2=0.685 g=0.771
2/2 [==============================] - 0s 10ms/step
>5, 45/693, d1=0.683, d2=0.687 g=0.986
2/2 [==============================] - 0s 11ms/step
>5, 46/693, d1=0.684, d2=0.677 g=0.807
2/2 [==============================] - 0s 10ms/step
>5, 47/693, d1=0.682, d2=0.667 g=0.858
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
>5, 51/693, d1=0.680, d2=0.694 g=0.980
2/2 [==============================] - 0s 11ms/step
>5, 52/693, d1=0.690, d2=0.690 g=1.105
2/2 [==============================] - 0s 11ms/step
>5, 53/693, d1=0.681, d2=0.690 g=1.052
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
>5, 57/693, d1=0.688, d2=0.705 g=0.770
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 10ms/step
>5, 60/693, d1=0.683, d2=0.712 g=0.765
2/2 [==============================] - 0s 10ms/step
>5, 61/693, d1=0.696, d2=0.679 g=0.807
2/2 [==============================] - 0s 10ms/step
>5, 62/693, d1=0.685, d2=0.689 g=0.816
2/2 [==============================] - 0s 10ms/step
>5, 63/693, d1=0.672, d2=0.676 g=0.809
2/2 [==============================] - 0s 11ms/step
>5, 64/693, d1=0.684, d2=0.684 g=0.905
2/2 [==============================] - 0s 9ms/step
>5, 65/693, d1=0.695, d2=0.695 g=0.853
2/2 [==============================] - 0s 10ms/step
>5, 66/693, d1=0.687, d2=0.650 g=0.780
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 9ms/step
>5, 73/693, d1=0.692, d2=0.628 g=1.102
2/2 [==============================] - 0s 10ms/step
>5, 74/693, d1=0.684, d2=0.672 g=1.042
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 9ms/step
>5, 77/693, d1=0.680, d2=0.681 g=1.087
2/2 [==============================] - 0s 10ms/step
>5, 78/693, d1=0.685, d2=0.658 g=0.910
2/2 [==============================] - 0s 11ms/step
>5, 79/693, d1=0.672, d2=0.665 g=0.927
2/2 [==============================] - 0s 10ms/step
>5, 80/693, d1=0.678, d2=0.657 g=1.050
2/2 [==============================] - 0s 10ms/step
>5, 81/693, d1=0.680, d2=0.667 g=0.969
2/2 [==============================] - 0s 10ms/step
>5, 82/693, d1=0.698, d2=0.657 g=0.925
2/2 [==============================] - 0s 10ms/step
>5, 83/693, d1=0.676, d2=0.690 g=0.833
2/2 [==============================] - 0s 11ms/step
>5, 84/693, d1=0.696, d2=0.682 g=0.840
2/2 [==============================] - 0s 10ms/step
>5, 85/693, d1=0.703, d2=0.681 g=0.946
2/2 [==============================] - 0s 11ms/step
>5, 86/693, d1=0.688, d2=0.651 g=0.841
2/2 [==============================] - 0s 11ms/step
>5, 87/693, d1=0.695, d2=0.676 g=0.867
2/2 [==============================] - 0s 11ms/step
>5, 88/693, d1=0.695, d2=0.698 g=0.908
2/2 [==============================] - 0s 10ms/step
>5, 89/693, d1=0.686, d2=0.675 g=0.867
2/2 [==============================] - 0s 11ms/step
>5, 90/693, d1=0.682, d2=0.673 g=1.006
2/2 [==============================] - 0s 11ms/step
>5, 91/693, d1=0.695, d2=0.673 g=1.165
2/2 [==============================] - 0s 11ms/step
>5, 92/693, d1=0.681, d2=0.665 g=0.879
2/2 [==============================] - 0s 11ms/step
>5, 93/693, d1=0.678, d2=0.680 g=0.775
2/2 [==============================] - 0s 10ms/step
>5, 94/693, d1=0.693, d2=0.695 g=0.820
2/2 [==============================] - 0s 11ms/step
>5, 95/693, d1=0.685, d2=0.688 g=0.892
2/2 [==============================] - 0s 11ms/step
>5, 96/693, d1=0.689, d2=0.663 g=0.808
2/2 [==============================] - 0s 11ms/step
>5, 97/693, d1=0.689, d2=0.676 g=0.878
2/2 [==============================] - 0s 11ms/step
>5, 98/693, d1=0.683, d2=0.657 g=0.810
2/2 [==============================] - 0s 10ms/step
>5, 99/693, d1=0.686, d2=0.683 g=0.684
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
>5, 104/693, d1=0.690, d2=0.666 g=0.769
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
>5, 107/693, d1=0.684, d2=0.690 g=0.816
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
>5, 109/693, d1=0.691, d2=0.652 g=0.805
2/2 [==============================] - 0s 11ms/step
>5, 110/693, d1=0.694, d2=0.689 g=1.065
2/2 [==============================] - 0s 10ms/step
>5, 111/693, d1=0.684, d2=0.685 g=0.770
2/2 [==============================] - 0s 10ms/step
>5, 112/693, d1=0.684, d2=0.673 g=0.992
2/2 [==============================] - 0s 12ms/step
>5, 113/693, d1=0.695, d2=0.673 g=0.860
2/2 [==============================] - 0s 10ms/step
>5, 114/693, d1=0.688, d2=0.714 g=0.775
2/2 [==============================] - 0s 10ms/step
>5, 115/693, d1=0.687, d2=0.687 g=1.034
2/2 [==============================] - 0s 12ms/step
>5, 116/693, d1=0.682, d2=0.666 g=0.866
2/2 [==============================] - 0s 11ms/step
>5, 117/693, d1=0.693, d2=0.683 g=0.899
2/2 [==============================] - 0s 11ms/step
>5, 118/693, d1=0.683, d2=0.700 g=0.818
2/2 [==============================] - 0s 11ms/step
>5, 119/693, d1=0.683, d2=0.658 g=0.939
2/2 [==============================] - 0s 12ms/step
>5, 120/693, d1=0.687, d2=0.704 g=1.085
2/2 [==============================] - 0s 11ms/step
>5, 121/693, d1=0.690, d2=0.659 g=0.784
2/2 [==============================] - 0s 11ms/step
>5, 122/693, d1=0.695, d2=0.685 g=0.904
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
>5, 125/693, d1=0.686, d2=0.694 g=0.914
2/2 [==============================] - 0s 12ms/step
>5, 126/693, d1=0.682, d2=0.667 g=0.857
2/2 [==============================] - 0s 11ms/step
>5, 127/693, d1=0.684, d2=0.694 g=0.865
2/2 [==============================] - 0s 12ms/step
>5, 128/693, d1=0.682, d2=0.673 g=0.778
2/2 [==============================] - 0s 10ms/step
>5, 129/693, d1=0.675, d2=0.644 g=1.028
2/2 [==============================] - 0s 11ms/step
>5, 130/693, d1=0.698, d2=0.676 g=0.969
2/2 [==============================] - 0s 11ms/step
>5, 131/693, d1=0.683, d2=0.695 g=0.821
2/2 [==============================] - 0s 11ms/step
>5, 132/693, d1=0.673, d2=0.648 g=0.820
2/2 [==============================] - 0s 10ms/step
>5, 133/693, d1=0.681, d2=0.681 g=0.822
2/2 [==============================] - 0s 11ms/step
>5, 134/693, d1=0.684, d2=0.679 g=0.782
2/2 [==============================] - 0s 12ms/step
>5, 135/693, d1=0.677, d2=0.673 g=0.918
2/2 [==============================] - 0s 10ms/step
>5, 136/693, d1=0.683, d2=0.679 g=0.912
2/2 [==============================] - 0s 9ms/step
>5, 137/693, d1=0.677, d2=0.652 g=0.771
2/2 [==============================] - 0s 10ms/step
>5, 138/693, d1=0.679, d2=0.695 g=1.041
2/2 [==============================] - 0s 11ms/step
>5, 139/693, d1=0.679, d2=0.671 g=0.692
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
>5, 141/693, d1=0.675, d2=0.642 g=1.166
2/2 [==============================] - 0s 11ms/step
>5, 142/693, d1=0.683, d2=0.686 g=0.820
2/2 [==============================] - 0s 12ms/step
>5, 143/693, d1=0.675, d2=0.711 g=0.853
2/2 [==============================] - 0s 11ms/step
>5, 144/693, d1=0.682, d2=0.702 g=1.032
2/2 [==============================] - 0s 10ms/step
>5, 145/693, d1=0.675, d2=0.656 g=0.782
2/2 [==============================] - 0s 11ms/step
>5, 146/693, d1=0.678, d2=0.707 g=0.871
2/2 [==============================] - 0s 11ms/step
>5, 147/693, d1=0.681, d2=0.693 g=0.859
2/2 [==============================] - 0s 10ms/step
>5, 148/693, d1=0.673, d2=0.668 g=0.772
2/2 [==============================] - 0s 11ms/step
>5, 149/693, d1=0.675, d2=0.689 g=0.871
2/2 [==============================] - 0s 11ms/step
>5, 150/693, d1=0.669, d2=0.684 g=0.999
2/2 [==============================] - 0s 11ms/step
>5, 151/693, d1=0.681, d2=0.677 g=0.954
2/2 [==============================] - 0s 10ms/step
>5, 152/693, d1=0.668, d2=0.700 g=0.910
2/2 [==============================] - 0s 10ms/step
>5, 153/693, d1=0.682, d2=0.674 g=0.857
2/2 [==============================] - 0s 10ms/step
>5, 154/693, d1=0.672, d2=0.672 g=0.960
2/2 [==============================] - 0s 11ms/step
>5, 155/693, d1=0.683, d2=0.700 g=0.899
2/2 [==============================] - 0s 11ms/step
>5, 156/693, d1=0.685, d2=0.705 g=0.865
2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
>5, 158/693, d1=0.680, d2=0.664 g=0.773
2/2 [==============================] - 0s 11ms/step
>5, 159/693, d1=0.676, d2=0.697 g=0.867
2/2 [==============================] - 0s 9ms/step
>5, 160/693, d1=0.671, d2=0.711 g=0.950
2/2 [==============================] - 0s 10ms/step
>5, 161/693, d1=0.683, d2=0.720 g=0.947
2/2 [==============================] - 0s 10ms/step
>5, 162/693, d1=0.678, d2=0.694 g=0.773
2/2 [==============================] - 0s 10ms/step
>5, 163/693, d1=0.672, d2=0.679 g=0.870
2/2 [==============================] - 0s 10ms/step
>5, 164/693, d1=0.681, d2=0.692 g=0.902
2/2 [==============================] - 0s 10ms/step
>5, 165/693, d1=0.696, d2=0.692 g=0.900
2/2 [==============================] - 0s 12ms/step
>5, 166/693, d1=0.695, d2=0.693 g=0.899
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
>5, 168/693, d1=0.696, d2=0.682 g=0.904
2/2 [==============================] - 0s 11ms/step
>5, 169/693, d1=0.680, d2=0.684 g=0.856
2/2 [==============================] - 0s 9ms/step
>5, 170/693, d1=0.682, d2=0.716 g=0.811
2/2 [==============================] - 0s 10ms/step
>5, 171/693, d1=0.684, d2=0.710 g=0.858
2/2 [==============================] - 0s 10ms/step
>5, 172/693, d1=0.680, d2=0.690 g=0.770
2/2 [==============================] - 0s 10ms/step
>5, 173/693, d1=0.687, d2=0.696 g=0.826
2/2 [==============================] - 0s 10ms/step
>5, 174/693, d1=0.691, d2=0.694 g=1.043
2/2 [==============================] - 0s 11ms/step
>5, 175/693, d1=0.689, d2=0.672 g=0.828
2/2 [==============================] - 0s 11ms/step
>5, 176/693, d1=0.687, d2=0.678 g=1.178
2/2 [==============================] - 0s 10ms/step
>5, 177/693, d1=0.699, d2=0.677 g=0.815
2/2 [==============================] - 0s 10ms/step
>5, 178/693, d1=0.691, d2=0.698 g=0.946
2/2 [==============================] - 0s 10ms/step
>5, 179/693, d1=0.693, d2=0.669 g=0.967
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
>5, 181/693, d1=0.687, d2=0.690 g=0.861
2/2 [==============================] - 0s 11ms/step
>5, 182/693, d1=0.688, d2=0.696 g=0.999
2/2 [==============================] - 0s 10ms/step
>5, 183/693, d1=0.690, d2=0.668 g=0.961
2/2 [==============================] - 0s 11ms/step
>5, 184/693, d1=0.691, d2=0.676 g=0.963
2/2 [==============================] - 0s 10ms/step
>5, 185/693, d1=0.684, d2=0.692 g=0.970
2/2 [==============================] - 0s 10ms/step
>5, 186/693, d1=0.688, d2=0.701 g=0.873
2/2 [==============================] - 0s 11ms/step
>5, 187/693, d1=0.680, d2=0.650 g=1.006
2/2 [==============================] - 0s 10ms/step
>5, 188/693, d1=0.682, d2=0.693 g=0.955
2/2 [==============================] - 0s 10ms/step
>5, 189/693, d1=0.684, d2=0.667 g=0.870
2/2 [==============================] - 0s 11ms/step
>5, 190/693, d1=0.688, d2=0.688 g=0.881
2/2 [==============================] - 0s 11ms/step
>5, 191/693, d1=0.682, d2=0.664 g=0.872
2/2 [==============================] - 0s 10ms/step
>5, 192/693, d1=0.685, d2=0.666 g=0.782
2/2 [==============================] - 0s 9ms/step
>5, 193/693, d1=0.694, d2=0.675 g=0.958
2/2 [==============================] - 0s 12ms/step
>5, 194/693, d1=0.683, d2=0.697 g=0.825
2/2 [==============================] - 0s 11ms/step
>5, 195/693, d1=0.678, d2=0.695 g=0.770
2/2 [==============================] - 0s 11ms/step
>5, 196/693, d1=0.681, d2=0.657 g=0.917
2/2 [==============================] - 0s 10ms/step
>5, 197/693, d1=0.696, d2=0.660 g=0.905
2/2 [==============================] - 0s 11ms/step
>5, 198/693, d1=0.685, d2=0.685 g=0.688
2/2 [==============================] - 0s 11ms/step
>5, 199/693, d1=0.685, d2=0.693 g=0.772
2/2 [==============================] - 0s 10ms/step
>5, 200/693, d1=0.676, d2=0.676 g=0.726
2/2 [==============================] - 0s 11ms/step
>5, 201/693, d1=0.688, d2=0.710 g=0.864
2/2 [==============================] - 0s 10ms/step
>5, 202/693, d1=0.683, d2=0.670 g=0.814
2/2 [==============================] - 0s 10ms/step
>5, 203/693, d1=0.692, d2=0.651 g=0.948
2/2 [==============================] - 0s 9ms/step
>5, 204/693, d1=0.688, d2=0.656 g=0.812
2/2 [==============================] - 0s 10ms/step
>5, 205/693, d1=0.676, d2=0.703 g=0.770
2/2 [==============================] - 0s 12ms/step
>5, 206/693, d1=0.684, d2=0.679 g=0.901
2/2 [==============================] - 0s 10ms/step
>5, 207/693, d1=0.676, d2=0.691 g=0.734
2/2 [==============================] - 0s 10ms/step
>5, 208/693, d1=0.685, d2=0.668 g=0.776
2/2 [==============================] - 0s 11ms/step
>5, 209/693, d1=0.686, d2=0.690 g=0.868
2/2 [==============================] - 0s 10ms/step
>5, 210/693, d1=0.689, d2=0.688 g=0.950
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
>5, 212/693, d1=0.689, d2=0.666 g=0.817
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
>5, 214/693, d1=0.690, d2=0.690 g=0.905
2/2 [==============================] - 0s 9ms/step
>5, 215/693, d1=0.698, d2=0.674 g=0.958
2/2 [==============================] - 0s 10ms/step
>5, 216/693, d1=0.695, d2=0.675 g=0.871
2/2 [==============================] - 0s 10ms/step
>5, 217/693, d1=0.683, d2=0.659 g=0.821
2/2 [==============================] - 0s 11ms/step
>5, 218/693, d1=0.682, d2=0.678 g=0.918
2/2 [==============================] - 0s 10ms/step
>5, 219/693, d1=0.690, d2=0.666 g=0.744
2/2 [==============================] - 0s 10ms/step
>5, 220/693, d1=0.683, d2=0.683 g=0.986
2/2 [==============================] - 0s 10ms/step
>5, 221/693, d1=0.677, d2=0.669 g=0.866
2/2 [==============================] - 0s 11ms/step
>5, 222/693, d1=0.677, d2=0.687 g=0.999
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
>5, 224/693, d1=0.690, d2=0.697 g=0.818
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
>5, 226/693, d1=0.689, d2=0.648 g=0.826
2/2 [==============================] - 0s 10ms/step
>5, 227/693, d1=0.681, d2=0.681 g=0.870
2/2 [==============================] - 0s 10ms/step
>5, 228/693, d1=0.688, d2=0.643 g=0.791
2/2 [==============================] - 0s 10ms/step
>5, 229/693, d1=0.685, d2=0.695 g=0.788
2/2 [==============================] - 0s 10ms/step
>5, 230/693, d1=0.680, d2=0.675 g=0.996
2/2 [==============================] - 0s 10ms/step
>5, 231/693, d1=0.681, d2=0.712 g=1.180
2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
>5, 233/693, d1=0.696, d2=0.691 g=0.791
2/2 [==============================] - 0s 11ms/step
>5, 234/693, d1=0.695, d2=0.684 g=1.079
2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
>5, 243/693, d1=0.681, d2=0.675 g=0.881
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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>5, 257/693, d1=0.683, d2=0.682 g=0.827
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
>5, 259/693, d1=0.689, d2=0.671 g=0.960
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
>5, 267/693, d1=0.675, d2=0.685 g=1.056
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
>5, 273/693, d1=0.675, d2=0.690 g=0.894
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
>5, 275/693, d1=0.690, d2=0.696 g=0.992
2/2 [==============================] - 0s 10ms/step
>5, 276/693, d1=0.682, d2=0.659 g=0.734
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
>5, 278/693, d1=0.686, d2=0.708 g=1.109
2/2 [==============================] - 0s 11ms/step
>5, 279/693, d1=0.681, d2=0.693 g=0.871
2/2 [==============================] - 0s 13ms/step
>5, 280/693, d1=0.686, d2=0.685 g=0.875
2/2 [==============================] - 0s 10ms/step
>5, 281/693, d1=0.689, d2=0.666 g=0.925
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
>5, 283/693, d1=0.690, d2=0.682 g=0.873
2/2 [==============================] - 0s 12ms/step
>5, 284/693, d1=0.684, d2=0.690 g=1.040
2/2 [==============================] - 0s 13ms/step
>5, 285/693, d1=0.675, d2=0.670 g=1.066
2/2 [==============================] - 0s 12ms/step
>5, 286/693, d1=0.685, d2=0.699 g=0.859
2/2 [==============================] - 0s 11ms/step
>5, 287/693, d1=0.676, d2=0.642 g=0.998
2/2 [==============================] - 0s 10ms/step
>5, 288/693, d1=0.678, d2=0.709 g=0.744
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 33ms/step
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2/2 [==============================] - 0s 10ms/step
>5, 291/693, d1=0.688, d2=0.704 g=0.875
2/2 [==============================] - 0s 11ms/step
>5, 292/693, d1=0.682, d2=0.701 g=0.897
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 10ms/step
>5, 294/693, d1=0.689, d2=0.682 g=1.045
2/2 [==============================] - 0s 11ms/step
>5, 295/693, d1=0.708, d2=0.676 g=0.861
2/2 [==============================] - 0s 10ms/step
>5, 296/693, d1=0.699, d2=0.677 g=0.778
2/2 [==============================] - 0s 12ms/step
>5, 297/693, d1=0.693, d2=0.699 g=1.077
2/2 [==============================] - 0s 11ms/step
>5, 298/693, d1=0.684, d2=0.694 g=0.954
2/2 [==============================] - 0s 11ms/step
>5, 299/693, d1=0.695, d2=0.675 g=1.000
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
>5, 302/693, d1=0.685, d2=0.691 g=0.835
2/2 [==============================] - 0s 10ms/step
>5, 303/693, d1=0.682, d2=0.699 g=1.232
2/2 [==============================] - 0s 11ms/step
>5, 304/693, d1=0.692, d2=0.672 g=0.922
2/2 [==============================] - 0s 11ms/step
>5, 305/693, d1=0.701, d2=0.666 g=0.794
2/2 [==============================] - 0s 9ms/step
>5, 306/693, d1=0.695, d2=0.658 g=0.969
2/2 [==============================] - 0s 10ms/step
>5, 307/693, d1=0.696, d2=0.663 g=1.148
2/2 [==============================] - 0s 13ms/step
>5, 308/693, d1=0.686, d2=0.668 g=0.881
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
>5, 310/693, d1=0.691, d2=0.674 g=0.989
2/2 [==============================] - 0s 10ms/step
>5, 311/693, d1=0.683, d2=0.656 g=0.976
2/2 [==============================] - 0s 10ms/step
>5, 312/693, d1=0.694, d2=0.650 g=0.800
2/2 [==============================] - 0s 12ms/step
>5, 313/693, d1=0.686, d2=0.670 g=0.806
2/2 [==============================] - 0s 9ms/step
>5, 314/693, d1=0.683, d2=0.637 g=0.881
2/2 [==============================] - 0s 10ms/step
>5, 315/693, d1=0.679, d2=0.672 g=0.976
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
>5, 317/693, d1=0.684, d2=0.666 g=1.055
2/2 [==============================] - 0s 9ms/step
>5, 318/693, d1=0.696, d2=0.663 g=1.285
2/2 [==============================] - 0s 10ms/step
>5, 319/693, d1=0.682, d2=0.707 g=0.917
2/2 [==============================] - 0s 10ms/step
>5, 320/693, d1=0.691, d2=0.659 g=0.754
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
>5, 322/693, d1=0.681, d2=0.665 g=0.865
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
>5, 333/693, d1=0.682, d2=0.700 g=0.818
2/2 [==============================] - 0s 10ms/step
>5, 334/693, d1=0.681, d2=0.710 g=0.909
2/2 [==============================] - 0s 10ms/step
>5, 335/693, d1=0.692, d2=0.627 g=0.860
2/2 [==============================] - 0s 9ms/step
>5, 336/693, d1=0.680, d2=0.705 g=0.909
2/2 [==============================] - 0s 10ms/step
>5, 337/693, d1=0.682, d2=0.662 g=0.878
2/2 [==============================] - 0s 11ms/step
>5, 338/693, d1=0.694, d2=0.677 g=0.958
2/2 [==============================] - 0s 11ms/step
>5, 339/693, d1=0.684, d2=0.701 g=0.915
2/2 [==============================] - 0s 10ms/step
>5, 340/693, d1=0.682, d2=0.649 g=0.832
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
>5, 345/693, d1=0.685, d2=0.695 g=0.862
2/2 [==============================] - 0s 11ms/step
>5, 346/693, d1=0.680, d2=0.718 g=0.881
2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
>5, 350/693, d1=0.680, d2=0.676 g=0.862
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
>5, 352/693, d1=0.675, d2=0.715 g=0.958
2/2 [==============================] - 0s 9ms/step
>5, 353/693, d1=0.685, d2=0.649 g=0.896
2/2 [==============================] - 0s 10ms/step
>5, 354/693, d1=0.695, d2=0.700 g=0.820
2/2 [==============================] - 0s 10ms/step
>5, 355/693, d1=0.676, d2=0.664 g=0.950
2/2 [==============================] - 0s 11ms/step
>5, 356/693, d1=0.694, d2=0.690 g=0.921
2/2 [==============================] - 0s 10ms/step
>5, 357/693, d1=0.683, d2=0.711 g=0.897
2/2 [==============================] - 0s 10ms/step
>5, 358/693, d1=0.693, d2=0.699 g=0.863
2/2 [==============================] - 0s 11ms/step
>5, 359/693, d1=0.682, d2=0.687 g=0.958
2/2 [==============================] - 0s 10ms/step
>5, 360/693, d1=0.696, d2=0.689 g=0.857
2/2 [==============================] - 0s 10ms/step
>5, 361/693, d1=0.695, d2=0.690 g=0.860
2/2 [==============================] - 0s 10ms/step
>5, 362/693, d1=0.698, d2=0.679 g=0.736
2/2 [==============================] - 0s 11ms/step
>5, 363/693, d1=0.691, d2=0.687 g=0.875
2/2 [==============================] - 0s 10ms/step
>5, 364/693, d1=0.686, d2=0.683 g=0.777
2/2 [==============================] - 0s 9ms/step
>5, 365/693, d1=0.702, d2=0.651 g=0.699
2/2 [==============================] - 0s 11ms/step
>5, 366/693, d1=0.695, d2=0.686 g=0.939
2/2 [==============================] - 0s 10ms/step
>5, 367/693, d1=0.688, d2=0.685 g=1.058
2/2 [==============================] - 0s 11ms/step
>5, 368/693, d1=0.691, d2=0.658 g=0.878
2/2 [==============================] - 0s 9ms/step
>5, 369/693, d1=0.683, d2=0.654 g=0.842
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
>5, 371/693, d1=0.681, d2=0.667 g=0.853
2/2 [==============================] - 0s 11ms/step
>5, 372/693, d1=0.680, d2=0.683 g=0.894
2/2 [==============================] - 0s 10ms/step
>5, 373/693, d1=0.688, d2=0.672 g=0.887
2/2 [==============================] - 0s 10ms/step
>5, 374/693, d1=0.680, d2=0.659 g=1.025
2/2 [==============================] - 0s 10ms/step
>5, 375/693, d1=0.691, d2=0.670 g=1.025
2/2 [==============================] - 0s 10ms/step
>5, 376/693, d1=0.690, d2=0.672 g=0.937
2/2 [==============================] - 0s 11ms/step
>5, 377/693, d1=0.673, d2=0.655 g=0.853
2/2 [==============================] - 0s 11ms/step
>5, 378/693, d1=0.678, d2=0.677 g=1.021
2/2 [==============================] - 0s 11ms/step
>5, 379/693, d1=0.679, d2=0.653 g=0.895
2/2 [==============================] - 0s 11ms/step
>5, 380/693, d1=0.672, d2=0.674 g=0.858
2/2 [==============================] - 0s 11ms/step
>5, 381/693, d1=0.684, d2=0.663 g=0.758
2/2 [==============================] - 0s 10ms/step
>5, 382/693, d1=0.681, d2=0.666 g=0.894
2/2 [==============================] - 0s 10ms/step
>5, 383/693, d1=0.691, d2=0.666 g=0.759
2/2 [==============================] - 0s 9ms/step
>5, 384/693, d1=0.685, d2=0.675 g=0.982
2/2 [==============================] - 0s 10ms/step
>5, 385/693, d1=0.684, d2=0.679 g=0.846
2/2 [==============================] - 0s 11ms/step
>5, 386/693, d1=0.695, d2=0.693 g=0.836
2/2 [==============================] - 0s 10ms/step
>5, 387/693, d1=0.687, d2=0.640 g=0.910
2/2 [==============================] - 0s 10ms/step
>5, 388/693, d1=0.678, d2=0.700 g=0.825
2/2 [==============================] - 0s 11ms/step
>5, 389/693, d1=0.701, d2=0.639 g=0.782
2/2 [==============================] - 0s 11ms/step
>5, 390/693, d1=0.695, d2=0.679 g=1.045
2/2 [==============================] - 0s 10ms/step
>5, 391/693, d1=0.677, d2=0.669 g=0.909
2/2 [==============================] - 0s 10ms/step
>5, 392/693, d1=0.692, d2=0.679 g=0.821
2/2 [==============================] - 0s 10ms/step
>5, 393/693, d1=0.685, d2=0.637 g=0.882
2/2 [==============================] - 0s 10ms/step
>5, 394/693, d1=0.694, d2=0.713 g=0.870
2/2 [==============================] - 0s 9ms/step
>5, 395/693, d1=0.690, d2=0.686 g=1.000
2/2 [==============================] - 0s 10ms/step
>5, 396/693, d1=0.680, d2=0.688 g=0.950
2/2 [==============================] - 0s 11ms/step
>5, 397/693, d1=0.695, d2=0.673 g=0.863
2/2 [==============================] - 0s 11ms/step
>5, 398/693, d1=0.688, d2=0.695 g=1.047
2/2 [==============================] - 0s 10ms/step
>5, 399/693, d1=0.688, d2=0.692 g=0.909
2/2 [==============================] - 0s 11ms/step
>5, 400/693, d1=0.678, d2=0.681 g=0.874
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
>5, 405/693, d1=0.697, d2=0.702 g=0.915
2/2 [==============================] - 0s 11ms/step
>5, 406/693, d1=0.681, d2=0.680 g=1.253
2/2 [==============================] - 0s 12ms/step
>5, 407/693, d1=0.685, d2=0.669 g=0.970
2/2 [==============================] - 0s 10ms/step
>5, 408/693, d1=0.699, d2=0.676 g=0.908
2/2 [==============================] - 0s 11ms/step
>5, 409/693, d1=0.686, d2=0.663 g=0.879
2/2 [==============================] - 0s 11ms/step
>5, 410/693, d1=0.682, d2=0.672 g=0.881
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
>5, 414/693, d1=0.671, d2=0.695 g=0.864
2/2 [==============================] - 0s 11ms/step
>5, 415/693, d1=0.678, d2=0.707 g=1.042
2/2 [==============================] - 0s 10ms/step
>5, 416/693, d1=0.675, d2=0.693 g=1.030
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 9ms/step
>5, 425/693, d1=0.685, d2=0.701 g=0.859
2/2 [==============================] - 0s 11ms/step
>5, 426/693, d1=0.695, d2=0.695 g=0.855
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
>5, 429/693, d1=0.691, d2=0.684 g=1.076
2/2 [==============================] - 0s 10ms/step
>5, 430/693, d1=0.695, d2=0.688 g=0.992
2/2 [==============================] - 0s 11ms/step
>5, 431/693, d1=0.700, d2=0.656 g=0.954
2/2 [==============================] - 0s 10ms/step
>5, 432/693, d1=0.684, d2=0.700 g=0.818
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
>5, 449/693, d1=0.687, d2=0.679 g=0.796
2/2 [==============================] - 0s 10ms/step
>5, 450/693, d1=0.682, d2=0.652 g=0.927
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
>5, 452/693, d1=0.673, d2=0.655 g=0.952
2/2 [==============================] - 0s 10ms/step
>5, 453/693, d1=0.676, d2=0.665 g=0.830
2/2 [==============================] - 0s 11ms/step
>5, 454/693, d1=0.666, d2=0.678 g=0.966
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
>5, 456/693, d1=0.681, d2=0.699 g=0.878
2/2 [==============================] - 0s 10ms/step
>5, 457/693, d1=0.671, d2=0.704 g=0.958
2/2 [==============================] - 0s 11ms/step
>5, 458/693, d1=0.683, d2=0.679 g=0.820
2/2 [==============================] - 0s 11ms/step
>5, 459/693, d1=0.682, d2=0.649 g=0.962
2/2 [==============================] - 0s 11ms/step
>5, 460/693, d1=0.680, d2=0.681 g=0.927
2/2 [==============================] - 0s 11ms/step
>5, 461/693, d1=0.678, d2=0.685 g=1.042
2/2 [==============================] - 0s 11ms/step
>5, 462/693, d1=0.674, d2=0.709 g=0.862
2/2 [==============================] - 0s 11ms/step
>5, 463/693, d1=0.663, d2=0.715 g=1.036
2/2 [==============================] - 0s 11ms/step
>5, 464/693, d1=0.676, d2=0.688 g=0.896
2/2 [==============================] - 0s 10ms/step
>5, 465/693, d1=0.671, d2=0.699 g=0.942
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
>5, 467/693, d1=0.675, d2=0.694 g=0.909
2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 11ms/step
>5, 469/693, d1=0.686, d2=0.688 g=0.864
2/2 [==============================] - 0s 9ms/step
>5, 470/693, d1=0.669, d2=0.706 g=0.798
2/2 [==============================] - 0s 11ms/step
>5, 471/693, d1=0.681, d2=0.689 g=0.814
2/2 [==============================] - 0s 11ms/step
>5, 472/693, d1=0.669, d2=0.678 g=0.902
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
>5, 475/693, d1=0.662, d2=0.678 g=1.068
2/2 [==============================] - 0s 11ms/step
>5, 476/693, d1=0.667, d2=0.679 g=0.777
2/2 [==============================] - 0s 10ms/step
>5, 477/693, d1=0.667, d2=0.671 g=1.006
2/2 [==============================] - 0s 10ms/step
>5, 478/693, d1=0.671, d2=0.667 g=0.824
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
>5, 480/693, d1=0.670, d2=0.674 g=1.146
2/2 [==============================] - 0s 10ms/step
>5, 481/693, d1=0.665, d2=0.709 g=0.963
2/2 [==============================] - 0s 11ms/step
>5, 482/693, d1=0.660, d2=0.691 g=0.871
2/2 [==============================] - 0s 11ms/step
>5, 483/693, d1=0.679, d2=0.716 g=0.923
2/2 [==============================] - 0s 10ms/step
>5, 484/693, d1=0.684, d2=0.717 g=0.964
2/2 [==============================] - 0s 10ms/step
>5, 485/693, d1=0.681, d2=0.708 g=1.011
2/2 [==============================] - 0s 11ms/step
>5, 486/693, d1=0.668, d2=0.720 g=0.769
2/2 [==============================] - 0s 10ms/step
>5, 487/693, d1=0.675, d2=0.689 g=0.906
2/2 [==============================] - 0s 12ms/step
>5, 488/693, d1=0.674, d2=0.679 g=0.964
2/2 [==============================] - 0s 10ms/step
>5, 489/693, d1=0.683, d2=0.679 g=0.811
2/2 [==============================] - 0s 11ms/step
>5, 490/693, d1=0.684, d2=0.722 g=0.895
2/2 [==============================] - 0s 10ms/step
>5, 491/693, d1=0.677, d2=0.702 g=0.920
2/2 [==============================] - 0s 10ms/step
>5, 492/693, d1=0.683, d2=0.690 g=0.819
2/2 [==============================] - 0s 10ms/step
>5, 493/693, d1=0.681, d2=0.695 g=0.767
2/2 [==============================] - 0s 10ms/step
>5, 494/693, d1=0.688, d2=0.718 g=1.143
2/2 [==============================] - 0s 11ms/step
>5, 495/693, d1=0.682, d2=0.681 g=0.818
2/2 [==============================] - 0s 10ms/step
>5, 496/693, d1=0.682, d2=0.698 g=0.957
2/2 [==============================] - 0s 11ms/step
>5, 497/693, d1=0.694, d2=0.697 g=0.950
2/2 [==============================] - 0s 10ms/step
>5, 498/693, d1=0.695, d2=0.700 g=0.863
2/2 [==============================] - 0s 10ms/step
>5, 499/693, d1=0.675, d2=0.690 g=1.015
2/2 [==============================] - 0s 11ms/step
>5, 500/693, d1=0.686, d2=0.681 g=0.866
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
>5, 502/693, d1=0.678, d2=0.701 g=0.819
2/2 [==============================] - 0s 10ms/step
>5, 503/693, d1=0.679, d2=0.683 g=0.970
2/2 [==============================] - 0s 12ms/step
>5, 504/693, d1=0.686, d2=0.644 g=1.024
2/2 [==============================] - 0s 9ms/step
>5, 505/693, d1=0.673, d2=0.709 g=0.838
2/2 [==============================] - 0s 10ms/step
>5, 506/693, d1=0.676, d2=0.675 g=0.785
2/2 [==============================] - 0s 10ms/step
>5, 507/693, d1=0.686, d2=0.687 g=0.983
2/2 [==============================] - 0s 10ms/step
>5, 508/693, d1=0.694, d2=0.686 g=1.132
2/2 [==============================] - 0s 10ms/step
>5, 509/693, d1=0.684, d2=0.682 g=0.910
2/2 [==============================] - 0s 10ms/step
>5, 510/693, d1=0.689, d2=0.711 g=0.835
2/2 [==============================] - 0s 11ms/step
>5, 511/693, d1=0.684, d2=0.705 g=0.885
2/2 [==============================] - 0s 10ms/step
>5, 512/693, d1=0.684, d2=0.664 g=0.794
2/2 [==============================] - 0s 10ms/step
>5, 513/693, d1=0.688, d2=0.657 g=0.980
2/2 [==============================] - 0s 10ms/step
>5, 514/693, d1=0.686, d2=0.653 g=0.838
2/2 [==============================] - 0s 11ms/step
>5, 515/693, d1=0.679, d2=0.682 g=0.884
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 9ms/step
>5, 517/693, d1=0.672, d2=0.691 g=0.794
2/2 [==============================] - 0s 9ms/step
>5, 518/693, d1=0.679, d2=0.668 g=0.840
2/2 [==============================] - 0s 11ms/step
>5, 519/693, d1=0.691, d2=0.684 g=0.835
2/2 [==============================] - 0s 12ms/step
>5, 520/693, d1=0.678, d2=0.717 g=1.030
2/2 [==============================] - 0s 10ms/step
>5, 521/693, d1=0.682, d2=0.677 g=0.937
2/2 [==============================] - 0s 10ms/step
>5, 522/693, d1=0.688, d2=0.638 g=0.830
2/2 [==============================] - 0s 13ms/step
>5, 523/693, d1=0.679, d2=0.669 g=0.834
2/2 [==============================] - 0s 11ms/step
>5, 524/693, d1=0.687, d2=0.670 g=0.872
2/2 [==============================] - 0s 12ms/step
>5, 525/693, d1=0.680, d2=0.682 g=0.691
2/2 [==============================] - 0s 10ms/step
>5, 526/693, d1=0.680, d2=0.695 g=0.825
2/2 [==============================] - 0s 11ms/step
>5, 527/693, d1=0.686, d2=0.650 g=0.926
2/2 [==============================] - 0s 10ms/step
>5, 528/693, d1=0.688, d2=0.681 g=0.925
2/2 [==============================] - 0s 10ms/step
>5, 529/693, d1=0.678, d2=0.664 g=0.778
2/2 [==============================] - 0s 11ms/step
>5, 530/693, d1=0.693, d2=0.646 g=0.887
2/2 [==============================] - 0s 11ms/step
>5, 531/693, d1=0.678, d2=0.683 g=0.897
2/2 [==============================] - 0s 11ms/step
>5, 532/693, d1=0.690, d2=0.658 g=0.898
2/2 [==============================] - 0s 10ms/step
>5, 533/693, d1=0.684, d2=0.671 g=1.068
2/2 [==============================] - 0s 13ms/step
>5, 534/693, d1=0.690, d2=0.677 g=0.835
2/2 [==============================] - 0s 10ms/step
>5, 535/693, d1=0.690, d2=0.694 g=0.843
2/2 [==============================] - 0s 10ms/step
>5, 536/693, d1=0.672, d2=0.681 g=0.947
2/2 [==============================] - 0s 11ms/step
>5, 537/693, d1=0.689, d2=0.640 g=0.942
2/2 [==============================] - 0s 10ms/step
>5, 538/693, d1=0.675, d2=0.624 g=1.009
2/2 [==============================] - 0s 10ms/step
>5, 539/693, d1=0.681, d2=0.674 g=1.172
2/2 [==============================] - 0s 10ms/step
>5, 540/693, d1=0.673, d2=0.697 g=0.930
2/2 [==============================] - 0s 11ms/step
>5, 541/693, d1=0.686, d2=0.698 g=1.024
2/2 [==============================] - 0s 10ms/step
>5, 542/693, d1=0.685, d2=0.684 g=1.174
2/2 [==============================] - 0s 9ms/step
>5, 543/693, d1=0.682, d2=0.696 g=0.932
2/2 [==============================] - 0s 10ms/step
>5, 544/693, d1=0.664, d2=0.631 g=0.912
2/2 [==============================] - 0s 11ms/step
>5, 545/693, d1=0.691, d2=0.694 g=0.739
2/2 [==============================] - 0s 10ms/step
>5, 546/693, d1=0.682, d2=0.684 g=0.971
2/2 [==============================] - 0s 10ms/step
>5, 547/693, d1=0.684, d2=0.700 g=1.035
2/2 [==============================] - 0s 10ms/step
>5, 548/693, d1=0.685, d2=0.685 g=0.937
2/2 [==============================] - 0s 11ms/step
>5, 549/693, d1=0.683, d2=0.673 g=0.957
2/2 [==============================] - 0s 10ms/step
>5, 550/693, d1=0.694, d2=0.669 g=1.112
2/2 [==============================] - 0s 10ms/step
>5, 551/693, d1=0.689, d2=0.690 g=0.980
2/2 [==============================] - 0s 11ms/step
>5, 552/693, d1=0.684, d2=0.650 g=1.018
2/2 [==============================] - 0s 10ms/step
>5, 553/693, d1=0.694, d2=0.704 g=0.923
2/2 [==============================] - 0s 11ms/step
>5, 554/693, d1=0.695, d2=0.686 g=0.879
2/2 [==============================] - 0s 11ms/step
>5, 555/693, d1=0.682, d2=0.697 g=1.029
2/2 [==============================] - 0s 11ms/step
>5, 556/693, d1=0.683, d2=0.654 g=0.826
2/2 [==============================] - 0s 10ms/step
>5, 557/693, d1=0.694, d2=0.687 g=0.876
2/2 [==============================] - 0s 10ms/step
>5, 558/693, d1=0.678, d2=0.663 g=0.893
2/2 [==============================] - 0s 11ms/step
>5, 559/693, d1=0.689, d2=0.672 g=0.832
2/2 [==============================] - 0s 11ms/step
>5, 560/693, d1=0.694, d2=0.679 g=0.790
2/2 [==============================] - 0s 11ms/step
>5, 561/693, d1=0.696, d2=0.657 g=0.920
2/2 [==============================] - 0s 10ms/step
>5, 562/693, d1=0.698, d2=0.669 g=0.923
2/2 [==============================] - 0s 11ms/step
>5, 563/693, d1=0.696, d2=0.692 g=0.983
2/2 [==============================] - 0s 10ms/step
>5, 564/693, d1=0.691, d2=0.673 g=0.793
2/2 [==============================] - 0s 8ms/step
>5, 565/693, d1=0.698, d2=0.696 g=0.886
2/2 [==============================] - 0s 9ms/step
>5, 566/693, d1=0.691, d2=0.665 g=0.977
2/2 [==============================] - 0s 10ms/step
>5, 567/693, d1=0.704, d2=0.618 g=0.882
2/2 [==============================] - 0s 10ms/step
>5, 568/693, d1=0.693, d2=0.678 g=0.942
2/2 [==============================] - 0s 10ms/step
>5, 569/693, d1=0.694, d2=0.673 g=0.980
2/2 [==============================] - 0s 10ms/step
>5, 570/693, d1=0.693, d2=0.679 g=0.848
2/2 [==============================] - 0s 10ms/step
>5, 571/693, d1=0.686, d2=0.678 g=1.050
2/2 [==============================] - 0s 11ms/step
>5, 572/693, d1=0.684, d2=0.658 g=0.956
2/2 [==============================] - 0s 10ms/step
>5, 573/693, d1=0.704, d2=0.669 g=1.130
2/2 [==============================] - 0s 10ms/step
>5, 574/693, d1=0.689, d2=0.686 g=0.908
2/2 [==============================] - 0s 12ms/step
>5, 575/693, d1=0.679, d2=0.651 g=0.937
2/2 [==============================] - 0s 10ms/step
>5, 576/693, d1=0.686, d2=0.645 g=0.910
2/2 [==============================] - 0s 10ms/step
>5, 577/693, d1=0.681, d2=0.648 g=0.707
2/2 [==============================] - 0s 11ms/step
>5, 578/693, d1=0.700, d2=0.687 g=0.948
2/2 [==============================] - 0s 10ms/step
>5, 579/693, d1=0.693, d2=0.646 g=0.937
2/2 [==============================] - 0s 11ms/step
>5, 580/693, d1=0.691, d2=0.671 g=0.835
2/2 [==============================] - 0s 11ms/step
>5, 581/693, d1=0.695, d2=0.694 g=0.733
2/2 [==============================] - 0s 11ms/step
>5, 582/693, d1=0.677, d2=0.636 g=0.840
2/2 [==============================] - 0s 10ms/step
>5, 583/693, d1=0.683, d2=0.675 g=0.884
2/2 [==============================] - 0s 11ms/step
>5, 584/693, d1=0.690, d2=0.695 g=0.969
2/2 [==============================] - 0s 11ms/step
>5, 585/693, d1=0.676, d2=0.677 g=0.975
2/2 [==============================] - 0s 11ms/step
>5, 586/693, d1=0.690, d2=0.705 g=1.303
2/2 [==============================] - 0s 10ms/step
>5, 587/693, d1=0.678, d2=0.696 g=0.924
2/2 [==============================] - 0s 10ms/step
>5, 588/693, d1=0.684, d2=0.683 g=1.005
2/2 [==============================] - 0s 10ms/step
>5, 589/693, d1=0.686, d2=0.673 g=1.007
2/2 [==============================] - 0s 10ms/step
>5, 590/693, d1=0.702, d2=0.717 g=0.874
2/2 [==============================] - 0s 13ms/step
>5, 591/693, d1=0.682, d2=0.721 g=0.817
2/2 [==============================] - 0s 10ms/step
>5, 592/693, d1=0.678, d2=0.667 g=0.843
2/2 [==============================] - 0s 10ms/step
>5, 593/693, d1=0.687, d2=0.690 g=1.009
2/2 [==============================] - 0s 11ms/step
>5, 594/693, d1=0.692, d2=0.686 g=0.919
2/2 [==============================] - 0s 10ms/step
>5, 595/693, d1=0.687, d2=0.677 g=0.959
2/2 [==============================] - 0s 10ms/step
>5, 596/693, d1=0.677, d2=0.694 g=0.745
2/2 [==============================] - 0s 11ms/step
>5, 597/693, d1=0.680, d2=0.642 g=1.021
2/2 [==============================] - 0s 11ms/step
>5, 598/693, d1=0.691, d2=0.684 g=0.868
2/2 [==============================] - 0s 10ms/step
>5, 599/693, d1=0.667, d2=0.688 g=0.872
2/2 [==============================] - 0s 10ms/step
>5, 600/693, d1=0.675, d2=0.682 g=0.928
2/2 [==============================] - 0s 10ms/step
>5, 601/693, d1=0.679, d2=0.688 g=0.926
2/2 [==============================] - 0s 11ms/step
>5, 602/693, d1=0.678, d2=0.652 g=1.078
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 16ms/step
>5, 604/693, d1=0.682, d2=0.683 g=0.879
2/2 [==============================] - 0s 10ms/step
>5, 605/693, d1=0.677, d2=0.667 g=0.815
2/2 [==============================] - 0s 11ms/step
>5, 606/693, d1=0.684, d2=0.688 g=0.877
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 18ms/step
>5, 608/693, d1=0.679, d2=0.684 g=0.968
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
>5, 610/693, d1=0.665, d2=0.665 g=1.030
2/2 [==============================] - 0s 11ms/step
>5, 611/693, d1=0.678, d2=0.684 g=0.882
2/2 [==============================] - 0s 9ms/step
>5, 612/693, d1=0.689, d2=0.695 g=0.975
2/2 [==============================] - 0s 10ms/step
>5, 613/693, d1=0.671, d2=0.666 g=0.963
2/2 [==============================] - 0s 11ms/step
>5, 614/693, d1=0.681, d2=0.687 g=0.820
2/2 [==============================] - 0s 11ms/step
>5, 615/693, d1=0.679, d2=0.675 g=0.811
2/2 [==============================] - 0s 11ms/step
>5, 616/693, d1=0.676, d2=0.720 g=0.867
2/2 [==============================] - 0s 10ms/step
>5, 617/693, d1=0.683, d2=0.699 g=0.867
2/2 [==============================] - 0s 10ms/step
>5, 618/693, d1=0.681, d2=0.676 g=0.953
2/2 [==============================] - 0s 10ms/step
>5, 619/693, d1=0.682, d2=0.725 g=0.764
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
>5, 621/693, d1=0.671, d2=0.672 g=1.056
2/2 [==============================] - 0s 12ms/step
>5, 622/693, d1=0.674, d2=0.683 g=0.777
2/2 [==============================] - 0s 9ms/step
>5, 623/693, d1=0.676, d2=0.688 g=0.979
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
>5, 625/693, d1=0.682, d2=0.619 g=0.866
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
>5, 627/693, d1=0.673, d2=0.589 g=0.989
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
>5, 637/693, d1=0.669, d2=0.691 g=0.969
2/2 [==============================] - 0s 9ms/step
>5, 638/693, d1=0.670, d2=0.682 g=0.843
2/2 [==============================] - 0s 10ms/step
>5, 639/693, d1=0.666, d2=0.704 g=0.969
2/2 [==============================] - 0s 10ms/step
>5, 640/693, d1=0.669, d2=0.659 g=0.807
2/2 [==============================] - 0s 11ms/step
>5, 641/693, d1=0.676, d2=0.692 g=0.880
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
>5, 645/693, d1=0.680, d2=0.704 g=0.809
2/2 [==============================] - 0s 10ms/step
>5, 646/693, d1=0.668, d2=0.729 g=0.972
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 9ms/step
>5, 648/693, d1=0.679, d2=0.708 g=1.006
2/2 [==============================] - 0s 10ms/step
>5, 649/693, d1=0.684, d2=0.695 g=1.086
2/2 [==============================] - 0s 10ms/step
>5, 650/693, d1=0.689, d2=0.714 g=0.905
2/2 [==============================] - 0s 11ms/step
>5, 651/693, d1=0.672, d2=0.709 g=0.774
2/2 [==============================] - 0s 10ms/step
>5, 652/693, d1=0.675, d2=0.689 g=0.959
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
>5, 654/693, d1=0.678, d2=0.702 g=0.889
2/2 [==============================] - 0s 11ms/step
>5, 655/693, d1=0.673, d2=0.698 g=1.016
2/2 [==============================] - 0s 10ms/step
>5, 656/693, d1=0.686, d2=0.648 g=0.832
2/2 [==============================] - 0s 10ms/step
>5, 657/693, d1=0.683, d2=0.674 g=0.986
2/2 [==============================] - 0s 12ms/step
>5, 658/693, d1=0.689, d2=0.660 g=1.174
2/2 [==============================] - 0s 9ms/step
>5, 659/693, d1=0.687, d2=0.657 g=0.783
2/2 [==============================] - 0s 11ms/step
>5, 660/693, d1=0.684, d2=0.681 g=1.033
2/2 [==============================] - 0s 10ms/step
>5, 661/693, d1=0.687, d2=0.672 g=1.122
2/2 [==============================] - 0s 10ms/step
>5, 662/693, d1=0.693, d2=0.682 g=0.950
2/2 [==============================] - 0s 11ms/step
>5, 663/693, d1=0.681, d2=0.665 g=1.031
2/2 [==============================] - 0s 9ms/step
>5, 664/693, d1=0.686, d2=0.663 g=0.843
2/2 [==============================] - 0s 10ms/step
>5, 665/693, d1=0.682, d2=0.643 g=0.979
2/2 [==============================] - 0s 11ms/step
>5, 666/693, d1=0.680, d2=0.672 g=0.981
2/2 [==============================] - 0s 10ms/step
>5, 667/693, d1=0.676, d2=0.661 g=0.880
2/2 [==============================] - 0s 10ms/step
>5, 668/693, d1=0.681, d2=0.708 g=0.970
2/2 [==============================] - 0s 9ms/step
>5, 669/693, d1=0.670, d2=0.671 g=0.885
2/2 [==============================] - 0s 10ms/step
>5, 670/693, d1=0.688, d2=0.655 g=0.906
2/2 [==============================] - 0s 10ms/step
>5, 671/693, d1=0.684, d2=0.691 g=1.064
2/2 [==============================] - 0s 10ms/step
>5, 672/693, d1=0.691, d2=0.697 g=0.985
2/2 [==============================] - 0s 11ms/step
>5, 673/693, d1=0.687, d2=0.696 g=0.881
2/2 [==============================] - 0s 10ms/step
>5, 674/693, d1=0.682, d2=0.691 g=0.883
2/2 [==============================] - 0s 10ms/step
>5, 675/693, d1=0.688, d2=0.681 g=0.926
2/2 [==============================] - 0s 11ms/step
>5, 676/693, d1=0.682, d2=0.681 g=1.217
2/2 [==============================] - 0s 11ms/step
>5, 677/693, d1=0.690, d2=0.678 g=1.020
2/2 [==============================] - 0s 10ms/step
>5, 678/693, d1=0.681, d2=0.689 g=0.980
2/2 [==============================] - 0s 10ms/step
>5, 679/693, d1=0.686, d2=0.662 g=0.895
2/2 [==============================] - 0s 11ms/step
>5, 680/693, d1=0.694, d2=0.685 g=0.830
2/2 [==============================] - 0s 10ms/step
>5, 681/693, d1=0.692, d2=0.701 g=0.991
2/2 [==============================] - 0s 10ms/step
>5, 682/693, d1=0.692, d2=0.685 g=0.936
2/2 [==============================] - 0s 10ms/step
>5, 683/693, d1=0.693, d2=0.707 g=0.920
2/2 [==============================] - 0s 10ms/step
>5, 684/693, d1=0.689, d2=0.679 g=1.181
2/2 [==============================] - 0s 10ms/step
>5, 685/693, d1=0.697, d2=0.646 g=0.927
2/2 [==============================] - 0s 11ms/step
>5, 686/693, d1=0.685, d2=0.675 g=0.940
2/2 [==============================] - 0s 10ms/step
>5, 687/693, d1=0.691, d2=0.690 g=0.937
2/2 [==============================] - 0s 10ms/step
>5, 688/693, d1=0.695, d2=0.647 g=0.849
2/2 [==============================] - 0s 10ms/step
>5, 689/693, d1=0.690, d2=0.670 g=0.889
2/2 [==============================] - 0s 11ms/step
>5, 690/693, d1=0.688, d2=0.658 g=0.891
2/2 [==============================] - 0s 10ms/step
>5, 691/693, d1=0.687, d2=0.689 g=1.176
2/2 [==============================] - 0s 10ms/step
>5, 692/693, d1=0.675, d2=0.644 g=1.033
2/2 [==============================] - 0s 16ms/step
>5, 693/693, d1=0.694, d2=0.657 g=0.992
2/2 [==============================] - 0s 11ms/step
>6, 1/693, d1=0.681, d2=0.677 g=0.995
2/2 [==============================] - 0s 11ms/step
>6, 2/693, d1=0.680, d2=0.700 g=0.900
2/2 [==============================] - 0s 10ms/step
>6, 3/693, d1=0.685, d2=0.682 g=0.888
2/2 [==============================] - 0s 10ms/step
>6, 4/693, d1=0.670, d2=0.674 g=0.959
2/2 [==============================] - 0s 10ms/step
>6, 5/693, d1=0.678, d2=0.694 g=0.943
2/2 [==============================] - 0s 10ms/step
>6, 6/693, d1=0.680, d2=0.670 g=0.956
2/2 [==============================] - 0s 10ms/step
>6, 7/693, d1=0.682, d2=0.679 g=0.898
2/2 [==============================] - 0s 11ms/step
>6, 8/693, d1=0.677, d2=0.707 g=0.893
2/2 [==============================] - 0s 10ms/step
>6, 9/693, d1=0.684, d2=0.690 g=1.097
2/2 [==============================] - 0s 10ms/step
>6, 10/693, d1=0.682, d2=0.640 g=0.973
2/2 [==============================] - 0s 11ms/step
>6, 11/693, d1=0.692, d2=0.665 g=0.891
2/2 [==============================] - 0s 11ms/step
>6, 12/693, d1=0.668, d2=0.658 g=1.042
2/2 [==============================] - 0s 10ms/step
>6, 13/693, d1=0.685, d2=0.699 g=0.963
2/2 [==============================] - 0s 12ms/step
>6, 14/693, d1=0.678, d2=0.675 g=0.811
2/2 [==============================] - 0s 9ms/step
>6, 15/693, d1=0.683, d2=0.687 g=0.997
2/2 [==============================] - 0s 10ms/step
>6, 16/693, d1=0.679, d2=0.658 g=0.887
2/2 [==============================] - 0s 11ms/step
>6, 17/693, d1=0.681, d2=0.690 g=0.837
2/2 [==============================] - 0s 10ms/step
>6, 18/693, d1=0.682, d2=0.690 g=0.945
2/2 [==============================] - 0s 11ms/step
>6, 19/693, d1=0.688, d2=0.674 g=0.898
2/2 [==============================] - 0s 9ms/step
>6, 20/693, d1=0.670, d2=0.694 g=0.830
2/2 [==============================] - 0s 10ms/step
>6, 21/693, d1=0.678, d2=0.694 g=1.089
2/2 [==============================] - 0s 10ms/step
>6, 22/693, d1=0.688, d2=0.671 g=0.832
2/2 [==============================] - 0s 10ms/step
>6, 23/693, d1=0.688, d2=0.672 g=0.829
2/2 [==============================] - 0s 11ms/step
>6, 24/693, d1=0.680, d2=0.697 g=1.071
2/2 [==============================] - 0s 11ms/step
>6, 25/693, d1=0.691, d2=0.699 g=0.832
2/2 [==============================] - 0s 11ms/step
>6, 26/693, d1=0.676, d2=0.697 g=1.021
2/2 [==============================] - 0s 10ms/step
>6, 27/693, d1=0.689, d2=0.707 g=0.931
2/2 [==============================] - 0s 10ms/step
>6, 28/693, d1=0.688, d2=0.669 g=0.911
2/2 [==============================] - 0s 10ms/step
>6, 29/693, d1=0.683, d2=0.702 g=0.846
2/2 [==============================] - 0s 10ms/step
>6, 30/693, d1=0.689, d2=0.676 g=1.134
2/2 [==============================] - 0s 11ms/step
>6, 31/693, d1=0.694, d2=0.706 g=0.851
2/2 [==============================] - 0s 11ms/step
>6, 32/693, d1=0.691, d2=0.647 g=0.999
2/2 [==============================] - 0s 11ms/step
>6, 33/693, d1=0.684, d2=0.661 g=0.906
2/2 [==============================] - 0s 11ms/step
>6, 34/693, d1=0.688, d2=0.635 g=0.953
2/2 [==============================] - 0s 9ms/step
>6, 35/693, d1=0.699, d2=0.661 g=0.762
2/2 [==============================] - 0s 11ms/step
>6, 36/693, d1=0.703, d2=0.667 g=0.860
2/2 [==============================] - 0s 10ms/step
>6, 37/693, d1=0.700, d2=0.666 g=1.004
2/2 [==============================] - 0s 10ms/step
>6, 38/693, d1=0.680, d2=0.639 g=1.092
2/2 [==============================] - 0s 10ms/step
>6, 39/693, d1=0.686, d2=0.671 g=0.953
2/2 [==============================] - 0s 11ms/step
>6, 40/693, d1=0.679, d2=0.661 g=0.969
2/2 [==============================] - 0s 10ms/step
>6, 41/693, d1=0.682, d2=0.672 g=0.818
2/2 [==============================] - 0s 10ms/step
>6, 42/693, d1=0.678, d2=0.687 g=1.101
2/2 [==============================] - 0s 10ms/step
>6, 43/693, d1=0.679, d2=0.685 g=1.209
2/2 [==============================] - 0s 10ms/step
>6, 44/693, d1=0.684, d2=0.663 g=1.026
2/2 [==============================] - 0s 10ms/step
>6, 45/693, d1=0.685, d2=0.703 g=1.021
2/2 [==============================] - 0s 10ms/step
>6, 46/693, d1=0.691, d2=0.668 g=1.027
2/2 [==============================] - 0s 11ms/step
>6, 47/693, d1=0.685, d2=0.690 g=0.826
2/2 [==============================] - 0s 11ms/step
>6, 48/693, d1=0.696, d2=0.711 g=0.845
2/2 [==============================] - 0s 11ms/step
>6, 49/693, d1=0.686, d2=0.690 g=0.691
2/2 [==============================] - 0s 10ms/step
>6, 50/693, d1=0.696, d2=0.672 g=0.926
2/2 [==============================] - 0s 10ms/step
>6, 51/693, d1=0.698, d2=0.685 g=1.082
2/2 [==============================] - 0s 11ms/step
>6, 52/693, d1=0.692, d2=0.701 g=1.047
2/2 [==============================] - 0s 11ms/step
>6, 53/693, d1=0.700, d2=0.688 g=0.833
2/2 [==============================] - 0s 10ms/step
>6, 54/693, d1=0.698, d2=0.661 g=0.935
2/2 [==============================] - 0s 10ms/step
>6, 55/693, d1=0.681, d2=0.661 g=1.055
2/2 [==============================] - 0s 11ms/step
>6, 56/693, d1=0.691, d2=0.627 g=0.924
2/2 [==============================] - 0s 11ms/step
>6, 57/693, d1=0.697, d2=0.697 g=0.889
2/2 [==============================] - 0s 11ms/step
>6, 58/693, d1=0.697, d2=0.683 g=0.852
2/2 [==============================] - 0s 11ms/step
>6, 59/693, d1=0.681, d2=0.687 g=1.032
2/2 [==============================] - 0s 12ms/step
>6, 60/693, d1=0.701, d2=0.644 g=0.890
2/2 [==============================] - 0s 11ms/step
>6, 61/693, d1=0.696, d2=0.659 g=0.945
2/2 [==============================] - 0s 10ms/step
>6, 62/693, d1=0.698, d2=0.677 g=1.001
2/2 [==============================] - 0s 11ms/step
>6, 63/693, d1=0.690, d2=0.670 g=1.092
2/2 [==============================] - 0s 10ms/step
>6, 64/693, d1=0.685, d2=0.680 g=0.940
2/2 [==============================] - 0s 12ms/step
>6, 65/693, d1=0.680, d2=0.670 g=0.851
2/2 [==============================] - 0s 10ms/step
>6, 66/693, d1=0.682, d2=0.678 g=0.992
2/2 [==============================] - 0s 11ms/step
>6, 67/693, d1=0.688, d2=0.669 g=1.055
2/2 [==============================] - 0s 10ms/step
>6, 68/693, d1=0.689, d2=0.653 g=1.044
2/2 [==============================] - 0s 10ms/step
>6, 69/693, d1=0.681, d2=0.666 g=0.903
2/2 [==============================] - 0s 10ms/step
>6, 70/693, d1=0.676, d2=0.646 g=0.962
2/2 [==============================] - 0s 10ms/step
>6, 71/693, d1=0.675, d2=0.650 g=1.069
2/2 [==============================] - 0s 10ms/step
>6, 72/693, d1=0.671, d2=0.667 g=0.910
2/2 [==============================] - 0s 11ms/step
>6, 73/693, d1=0.683, d2=0.659 g=0.956
2/2 [==============================] - 0s 11ms/step
>6, 74/693, d1=0.677, d2=0.658 g=0.884
2/2 [==============================] - 0s 11ms/step
>6, 75/693, d1=0.672, d2=0.682 g=0.984
2/2 [==============================] - 0s 11ms/step
>6, 76/693, d1=0.663, d2=0.672 g=1.072
2/2 [==============================] - 0s 10ms/step
>6, 77/693, d1=0.664, d2=0.686 g=0.742
2/2 [==============================] - 0s 10ms/step
>6, 78/693, d1=0.669, d2=0.683 g=0.931
2/2 [==============================] - 0s 10ms/step
>6, 79/693, d1=0.665, d2=0.699 g=1.126
2/2 [==============================] - 0s 10ms/step
>6, 80/693, d1=0.674, d2=0.717 g=0.871
2/2 [==============================] - 0s 10ms/step
>6, 81/693, d1=0.670, d2=0.697 g=0.871
2/2 [==============================] - 0s 12ms/step
>6, 82/693, d1=0.684, d2=0.699 g=0.820
2/2 [==============================] - 0s 11ms/step
>6, 83/693, d1=0.685, d2=0.701 g=0.814
2/2 [==============================] - 0s 11ms/step
>6, 84/693, d1=0.662, d2=0.758 g=0.998
2/2 [==============================] - 0s 11ms/step
>6, 85/693, d1=0.680, d2=0.724 g=0.797
2/2 [==============================] - 0s 10ms/step
>6, 86/693, d1=0.664, d2=0.730 g=0.902
2/2 [==============================] - 0s 10ms/step
>6, 87/693, d1=0.688, d2=0.726 g=0.856
2/2 [==============================] - 0s 10ms/step
>6, 88/693, d1=0.668, d2=0.743 g=1.229
2/2 [==============================] - 0s 11ms/step
>6, 89/693, d1=0.682, d2=0.708 g=0.817
2/2 [==============================] - 0s 10ms/step
>6, 90/693, d1=0.684, d2=0.708 g=1.267
2/2 [==============================] - 0s 11ms/step
>6, 91/693, d1=0.688, d2=0.710 g=0.773
2/2 [==============================] - 0s 10ms/step
>6, 92/693, d1=0.687, d2=0.705 g=0.823
2/2 [==============================] - 0s 10ms/step
>6, 93/693, d1=0.695, d2=0.698 g=1.149
2/2 [==============================] - 0s 11ms/step
>6, 94/693, d1=0.682, d2=0.698 g=0.894
2/2 [==============================] - 0s 11ms/step
>6, 95/693, d1=0.680, d2=0.690 g=0.788
2/2 [==============================] - 0s 10ms/step
>6, 96/693, d1=0.684, d2=0.691 g=1.176
2/2 [==============================] - 0s 10ms/step
>6, 97/693, d1=0.687, d2=0.666 g=1.080
2/2 [==============================] - 0s 11ms/step
>6, 98/693, d1=0.690, d2=0.669 g=0.884
2/2 [==============================] - 0s 10ms/step
>6, 99/693, d1=0.680, d2=0.673 g=0.805
2/2 [==============================] - 0s 11ms/step
>6, 100/693, d1=0.690, d2=0.649 g=0.858
2/2 [==============================] - 0s 10ms/step
>6, 101/693, d1=0.683, d2=0.681 g=0.967
2/2 [==============================] - 0s 11ms/step
>6, 102/693, d1=0.680, d2=0.685 g=0.856
2/2 [==============================] - 0s 11ms/step
>6, 103/693, d1=0.677, d2=0.654 g=1.106
2/2 [==============================] - 0s 10ms/step
>6, 104/693, d1=0.680, d2=0.683 g=0.969
2/2 [==============================] - 0s 10ms/step
>6, 105/693, d1=0.681, d2=0.686 g=1.039
2/2 [==============================] - 0s 11ms/step
>6, 106/693, d1=0.679, d2=0.660 g=1.097
2/2 [==============================] - 0s 11ms/step
>6, 107/693, d1=0.680, d2=0.670 g=1.180
2/2 [==============================] - 0s 11ms/step
>6, 108/693, d1=0.673, d2=0.685 g=0.888
2/2 [==============================] - 0s 9ms/step
>6, 109/693, d1=0.669, d2=0.693 g=0.843
2/2 [==============================] - 0s 9ms/step
>6, 110/693, d1=0.666, d2=0.667 g=0.991
2/2 [==============================] - 0s 10ms/step
>6, 111/693, d1=0.685, d2=0.661 g=0.790
2/2 [==============================] - 0s 10ms/step
>6, 112/693, d1=0.667, d2=0.685 g=1.061
2/2 [==============================] - 0s 10ms/step
>6, 113/693, d1=0.694, d2=0.683 g=0.885
2/2 [==============================] - 0s 11ms/step
>6, 114/693, d1=0.662, d2=0.657 g=0.888
2/2 [==============================] - 0s 9ms/step
>6, 115/693, d1=0.675, d2=0.704 g=0.924
2/2 [==============================] - 0s 10ms/step
>6, 116/693, d1=0.674, d2=0.714 g=0.831
2/2 [==============================] - 0s 10ms/step
>6, 117/693, d1=0.687, d2=0.702 g=0.877
2/2 [==============================] - 0s 12ms/step
>6, 118/693, d1=0.676, d2=0.707 g=0.926
2/2 [==============================] - 0s 10ms/step
>6, 119/693, d1=0.698, d2=0.659 g=1.063
2/2 [==============================] - 0s 11ms/step
>6, 120/693, d1=0.674, d2=0.701 g=0.974
2/2 [==============================] - 0s 10ms/step
>6, 121/693, d1=0.681, d2=0.693 g=0.832
2/2 [==============================] - 0s 13ms/step
>6, 122/693, d1=0.680, d2=0.692 g=1.017
2/2 [==============================] - 0s 10ms/step
>6, 123/693, d1=0.691, d2=0.712 g=0.832
2/2 [==============================] - 0s 10ms/step
>6, 124/693, d1=0.688, d2=0.704 g=0.872
2/2 [==============================] - 0s 10ms/step
>6, 125/693, d1=0.687, d2=0.674 g=0.888
2/2 [==============================] - 0s 12ms/step
>6, 126/693, d1=0.693, d2=0.708 g=0.835
2/2 [==============================] - 0s 10ms/step
>6, 127/693, d1=0.704, d2=0.699 g=0.927
2/2 [==============================] - 0s 11ms/step
>6, 128/693, d1=0.692, d2=0.679 g=1.051
2/2 [==============================] - 0s 10ms/step
>6, 129/693, d1=0.696, d2=0.675 g=1.050
2/2 [==============================] - 0s 10ms/step
>6, 130/693, d1=0.700, d2=0.655 g=1.036
2/2 [==============================] - 0s 10ms/step
>6, 131/693, d1=0.694, d2=0.688 g=1.089
2/2 [==============================] - 0s 11ms/step
>6, 132/693, d1=0.688, d2=0.670 g=0.846
2/2 [==============================] - 0s 10ms/step
>6, 133/693, d1=0.693, d2=0.690 g=1.152
2/2 [==============================] - 0s 9ms/step
>6, 134/693, d1=0.696, d2=0.685 g=1.100
2/2 [==============================] - 0s 12ms/step
>6, 135/693, d1=0.692, d2=0.628 g=0.897
2/2 [==============================] - 0s 12ms/step
>6, 136/693, d1=0.682, d2=0.667 g=0.954
2/2 [==============================] - 0s 10ms/step
>6, 137/693, d1=0.693, d2=0.656 g=0.895
2/2 [==============================] - 0s 10ms/step
>6, 138/693, d1=0.688, d2=0.651 g=0.902
2/2 [==============================] - 0s 11ms/step
>6, 139/693, d1=0.679, d2=0.668 g=0.808
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
>6, 271/693, d1=0.686, d2=0.686 g=0.907
2/2 [==============================] - 0s 10ms/step
>6, 272/693, d1=0.680, d2=0.711 g=0.729
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
>6, 274/693, d1=0.686, d2=0.671 g=1.039
2/2 [==============================] - 0s 11ms/step
>6, 275/693, d1=0.680, d2=0.683 g=0.889
2/2 [==============================] - 0s 11ms/step
>6, 276/693, d1=0.690, d2=0.687 g=1.106
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
>6, 282/693, d1=0.676, d2=0.684 g=0.997
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
>6, 289/693, d1=0.677, d2=0.694 g=0.960
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
>6, 294/693, d1=0.681, d2=0.685 g=0.993
2/2 [==============================] - 0s 11ms/step
>6, 295/693, d1=0.683, d2=0.673 g=0.894
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 9ms/step
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>6, 331/693, d1=0.684, d2=0.697 g=1.064
2/2 [==============================] - 0s 10ms/step
>6, 332/693, d1=0.674, d2=0.706 g=0.846
2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
>6, 335/693, d1=0.686, d2=0.696 g=0.751
2/2 [==============================] - 0s 10ms/step
>6, 336/693, d1=0.689, d2=0.676 g=0.997
2/2 [==============================] - 0s 10ms/step
>6, 337/693, d1=0.685, d2=0.648 g=0.799
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
>6, 340/693, d1=0.689, d2=0.693 g=1.120
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
>6, 343/693, d1=0.684, d2=0.670 g=0.797
2/2 [==============================] - 0s 10ms/step
>6, 344/693, d1=0.688, d2=0.650 g=0.804
2/2 [==============================] - 0s 10ms/step
>6, 345/693, d1=0.691, d2=0.680 g=0.729
2/2 [==============================] - 0s 11ms/step
>6, 346/693, d1=0.675, d2=0.698 g=0.830
2/2 [==============================] - 0s 10ms/step
>6, 347/693, d1=0.670, d2=0.668 g=1.051
2/2 [==============================] - 0s 10ms/step
>6, 348/693, d1=0.690, d2=0.700 g=0.949
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 9ms/step
>6, 350/693, d1=0.686, d2=0.666 g=0.995
2/2 [==============================] - 0s 10ms/step
>6, 351/693, d1=0.688, d2=0.669 g=1.040
2/2 [==============================] - 0s 10ms/step
>6, 352/693, d1=0.679, d2=0.689 g=0.843
2/2 [==============================] - 0s 11ms/step
>6, 353/693, d1=0.699, d2=0.686 g=1.053
2/2 [==============================] - 0s 10ms/step
>6, 354/693, d1=0.696, d2=0.691 g=0.839
2/2 [==============================] - 0s 10ms/step
>6, 355/693, d1=0.683, d2=0.701 g=1.054
2/2 [==============================] - 0s 11ms/step
>6, 356/693, d1=0.685, d2=0.684 g=0.732
2/2 [==============================] - 0s 10ms/step
>6, 357/693, d1=0.692, d2=0.679 g=1.253
2/2 [==============================] - 0s 11ms/step
>6, 358/693, d1=0.684, d2=0.691 g=0.873
2/2 [==============================] - 0s 11ms/step
>6, 359/693, d1=0.690, d2=0.673 g=0.951
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
>6, 361/693, d1=0.688, d2=0.689 g=1.136
2/2 [==============================] - 0s 11ms/step
>6, 362/693, d1=0.672, d2=0.692 g=0.981
2/2 [==============================] - 0s 12ms/step
>6, 363/693, d1=0.694, d2=0.694 g=1.150
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
>6, 367/693, d1=0.687, d2=0.649 g=0.960
2/2 [==============================] - 0s 11ms/step
>6, 368/693, d1=0.684, d2=0.692 g=1.006
2/2 [==============================] - 0s 11ms/step
>6, 369/693, d1=0.698, d2=0.689 g=0.954
2/2 [==============================] - 0s 11ms/step
>6, 370/693, d1=0.679, d2=0.676 g=1.111
2/2 [==============================] - 0s 10ms/step
>6, 371/693, d1=0.681, d2=0.663 g=1.060
2/2 [==============================] - 0s 11ms/step
>6, 372/693, d1=0.686, d2=0.631 g=0.859
2/2 [==============================] - 0s 11ms/step
>6, 373/693, d1=0.690, d2=0.686 g=0.907
2/2 [==============================] - 0s 10ms/step
>6, 374/693, d1=0.683, d2=0.670 g=1.063
2/2 [==============================] - 0s 10ms/step
>6, 375/693, d1=0.691, d2=0.667 g=0.803
2/2 [==============================] - 0s 11ms/step
>6, 376/693, d1=0.688, d2=0.650 g=1.067
2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
>6, 378/693, d1=0.672, d2=0.657 g=1.006
2/2 [==============================] - 0s 10ms/step
>6, 379/693, d1=0.689, d2=0.660 g=1.015
2/2 [==============================] - 0s 11ms/step
>6, 380/693, d1=0.688, d2=0.679 g=0.968
2/2 [==============================] - 0s 11ms/step
>6, 381/693, d1=0.678, d2=0.650 g=1.077
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
>6, 383/693, d1=0.691, d2=0.687 g=0.907
2/2 [==============================] - 0s 10ms/step
>6, 384/693, d1=0.684, d2=0.651 g=1.020
2/2 [==============================] - 0s 10ms/step
>6, 385/693, d1=0.685, d2=0.643 g=1.063
2/2 [==============================] - 0s 10ms/step
>6, 386/693, d1=0.681, d2=0.677 g=0.864
2/2 [==============================] - 0s 11ms/step
>6, 387/693, d1=0.676, d2=0.652 g=0.851
2/2 [==============================] - 0s 11ms/step
>6, 388/693, d1=0.680, d2=0.693 g=1.008
2/2 [==============================] - 0s 10ms/step
>6, 389/693, d1=0.670, d2=0.679 g=0.858
2/2 [==============================] - 0s 11ms/step
>6, 390/693, d1=0.686, d2=0.663 g=1.106
2/2 [==============================] - 0s 11ms/step
>6, 391/693, d1=0.674, d2=0.695 g=0.798
2/2 [==============================] - 0s 10ms/step
>6, 392/693, d1=0.689, d2=0.677 g=0.856
2/2 [==============================] - 0s 10ms/step
>6, 393/693, d1=0.677, d2=0.666 g=1.049
2/2 [==============================] - 0s 12ms/step
>6, 394/693, d1=0.681, d2=0.689 g=0.921
2/2 [==============================] - 0s 10ms/step
>6, 395/693, d1=0.663, d2=0.680 g=1.109
2/2 [==============================] - 0s 11ms/step
>6, 396/693, d1=0.688, d2=0.647 g=0.742
2/2 [==============================] - 0s 11ms/step
>6, 397/693, d1=0.666, d2=0.694 g=1.094
2/2 [==============================] - 0s 10ms/step
>6, 398/693, d1=0.672, d2=0.697 g=0.787
2/2 [==============================] - 0s 11ms/step
>6, 399/693, d1=0.672, d2=0.695 g=0.857
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 12ms/step
>6, 401/693, d1=0.663, d2=0.706 g=0.955
2/2 [==============================] - 0s 11ms/step
>6, 402/693, d1=0.680, d2=0.681 g=0.849
2/2 [==============================] - 0s 12ms/step
>6, 403/693, d1=0.665, d2=0.698 g=0.889
2/2 [==============================] - 0s 10ms/step
>6, 404/693, d1=0.675, d2=0.690 g=0.853
2/2 [==============================] - 0s 11ms/step
>6, 405/693, d1=0.681, d2=0.707 g=0.895
2/2 [==============================] - 0s 11ms/step
>6, 406/693, d1=0.685, d2=0.694 g=0.990
2/2 [==============================] - 0s 10ms/step
>6, 407/693, d1=0.671, d2=0.664 g=0.788
2/2 [==============================] - 0s 10ms/step
>6, 408/693, d1=0.677, d2=0.678 g=0.842
2/2 [==============================] - 0s 10ms/step
>6, 409/693, d1=0.671, d2=0.706 g=0.778
2/2 [==============================] - 0s 10ms/step
>6, 410/693, d1=0.698, d2=0.676 g=1.008
2/2 [==============================] - 0s 11ms/step
>6, 411/693, d1=0.674, d2=0.700 g=0.900
2/2 [==============================] - 0s 9ms/step
>6, 412/693, d1=0.678, d2=0.687 g=0.939
2/2 [==============================] - 0s 10ms/step
>6, 413/693, d1=0.690, d2=0.714 g=0.785
2/2 [==============================] - 0s 11ms/step
>6, 414/693, d1=0.685, d2=0.710 g=0.923
2/2 [==============================] - 0s 10ms/step
>6, 415/693, d1=0.675, d2=0.710 g=1.054
2/2 [==============================] - 0s 11ms/step
>6, 416/693, d1=0.687, d2=0.656 g=0.850
2/2 [==============================] - 0s 11ms/step
>6, 417/693, d1=0.676, d2=0.700 g=1.060
2/2 [==============================] - 0s 11ms/step
>6, 418/693, d1=0.676, d2=0.660 g=1.266
2/2 [==============================] - 0s 9ms/step
>6, 419/693, d1=0.685, d2=0.703 g=0.844
2/2 [==============================] - 0s 11ms/step
>6, 420/693, d1=0.669, d2=0.682 g=0.835
2/2 [==============================] - 0s 10ms/step
>6, 421/693, d1=0.667, d2=0.664 g=0.893
2/2 [==============================] - 0s 11ms/step
>6, 422/693, d1=0.684, d2=0.711 g=0.834
2/2 [==============================] - 0s 11ms/step
>6, 423/693, d1=0.697, d2=0.681 g=0.838
2/2 [==============================] - 0s 12ms/step
>6, 424/693, d1=0.684, d2=0.699 g=0.788
2/2 [==============================] - 0s 10ms/step
>6, 425/693, d1=0.690, d2=0.673 g=1.035
2/2 [==============================] - 0s 10ms/step
>6, 426/693, d1=0.680, d2=0.667 g=1.002
2/2 [==============================] - 0s 11ms/step
>6, 427/693, d1=0.693, d2=0.685 g=1.049
2/2 [==============================] - 0s 10ms/step
>6, 428/693, d1=0.683, d2=0.656 g=1.057
2/2 [==============================] - 0s 13ms/step
>6, 429/693, d1=0.682, d2=0.716 g=0.957
2/2 [==============================] - 0s 10ms/step
>6, 430/693, d1=0.664, d2=0.693 g=0.850
2/2 [==============================] - 0s 11ms/step
>6, 431/693, d1=0.682, d2=0.644 g=0.793
2/2 [==============================] - 0s 11ms/step
>6, 432/693, d1=0.677, d2=0.684 g=0.834
2/2 [==============================] - 0s 10ms/step
>6, 433/693, d1=0.679, d2=0.697 g=1.044
2/2 [==============================] - 0s 10ms/step
>6, 434/693, d1=0.668, d2=0.687 g=1.007
2/2 [==============================] - 0s 10ms/step
>6, 435/693, d1=0.683, d2=0.716 g=0.943
2/2 [==============================] - 0s 10ms/step
>6, 436/693, d1=0.685, d2=0.704 g=0.966
2/2 [==============================] - 0s 11ms/step
>6, 437/693, d1=0.676, d2=0.644 g=0.793
2/2 [==============================] - 0s 10ms/step
>6, 438/693, d1=0.695, d2=0.660 g=0.838
2/2 [==============================] - 0s 10ms/step
>6, 439/693, d1=0.678, d2=0.692 g=1.071
2/2 [==============================] - 0s 11ms/step
>6, 440/693, d1=0.689, d2=0.684 g=1.041
2/2 [==============================] - 0s 10ms/step
>6, 441/693, d1=0.683, d2=0.686 g=1.046
2/2 [==============================] - 0s 10ms/step
>6, 442/693, d1=0.670, d2=0.682 g=0.891
2/2 [==============================] - 0s 10ms/step
>6, 443/693, d1=0.676, d2=0.690 g=0.958
2/2 [==============================] - 0s 11ms/step
>6, 444/693, d1=0.680, d2=0.670 g=1.107
2/2 [==============================] - 0s 11ms/step
>6, 445/693, d1=0.693, d2=0.659 g=0.795
2/2 [==============================] - 0s 10ms/step
>6, 446/693, d1=0.679, d2=0.690 g=0.997
2/2 [==============================] - 0s 10ms/step
>6, 447/693, d1=0.689, d2=0.703 g=0.910
2/2 [==============================] - 0s 11ms/step
>6, 448/693, d1=0.689, d2=0.691 g=0.913
2/2 [==============================] - 0s 11ms/step
>6, 449/693, d1=0.675, d2=0.687 g=1.064
2/2 [==============================] - 0s 11ms/step
>6, 450/693, d1=0.693, d2=0.672 g=0.857
2/2 [==============================] - 0s 10ms/step
>6, 451/693, d1=0.692, d2=0.670 g=1.117
2/2 [==============================] - 0s 11ms/step
>6, 452/693, d1=0.686, d2=0.666 g=0.913
2/2 [==============================] - 0s 12ms/step
>6, 453/693, d1=0.682, d2=0.665 g=0.855
2/2 [==============================] - 0s 10ms/step
>6, 454/693, d1=0.683, d2=0.700 g=0.859
2/2 [==============================] - 0s 10ms/step
>6, 455/693, d1=0.688, d2=0.671 g=0.952
2/2 [==============================] - 0s 10ms/step
>6, 456/693, d1=0.687, d2=0.660 g=1.091
2/2 [==============================] - 0s 11ms/step
>6, 457/693, d1=0.692, d2=0.683 g=1.218
2/2 [==============================] - 0s 10ms/step
>6, 458/693, d1=0.682, d2=0.666 g=0.964
2/2 [==============================] - 0s 10ms/step
>6, 459/693, d1=0.683, d2=0.671 g=0.949
2/2 [==============================] - 0s 11ms/step
>6, 460/693, d1=0.690, d2=0.664 g=0.851
2/2 [==============================] - 0s 11ms/step
>6, 461/693, d1=0.685, d2=0.666 g=0.995
2/2 [==============================] - 0s 10ms/step
>6, 462/693, d1=0.689, d2=0.676 g=0.987
2/2 [==============================] - 0s 11ms/step
>6, 463/693, d1=0.697, d2=0.689 g=0.839
2/2 [==============================] - 0s 10ms/step
>6, 464/693, d1=0.673, d2=0.691 g=0.944
2/2 [==============================] - 0s 9ms/step
>6, 465/693, d1=0.686, d2=0.673 g=0.780
2/2 [==============================] - 0s 10ms/step
>6, 466/693, d1=0.681, d2=0.671 g=0.886
2/2 [==============================] - 0s 11ms/step
>6, 467/693, d1=0.682, d2=0.668 g=1.084
2/2 [==============================] - 0s 11ms/step
>6, 468/693, d1=0.681, d2=0.663 g=0.738
2/2 [==============================] - 0s 10ms/step
>6, 469/693, d1=0.689, d2=0.664 g=0.888
2/2 [==============================] - 0s 11ms/step
>6, 470/693, d1=0.684, d2=0.673 g=0.992
2/2 [==============================] - 0s 10ms/step
>6, 471/693, d1=0.683, d2=0.669 g=0.785
2/2 [==============================] - 0s 11ms/step
>6, 472/693, d1=0.683, d2=0.665 g=0.885
2/2 [==============================] - 0s 11ms/step
>6, 473/693, d1=0.680, d2=0.698 g=1.097
2/2 [==============================] - 0s 12ms/step
>6, 474/693, d1=0.688, d2=0.706 g=0.905
2/2 [==============================] - 0s 10ms/step
>6, 475/693, d1=0.689, d2=0.664 g=0.937
2/2 [==============================] - 0s 11ms/step
>6, 476/693, d1=0.692, d2=0.699 g=0.888
2/2 [==============================] - 0s 11ms/step
>6, 477/693, d1=0.689, d2=0.690 g=0.957
2/2 [==============================] - 0s 10ms/step
>6, 478/693, d1=0.689, d2=0.694 g=0.833
2/2 [==============================] - 0s 11ms/step
>6, 479/693, d1=0.671, d2=0.700 g=1.202
2/2 [==============================] - 0s 10ms/step
>6, 480/693, d1=0.694, d2=0.695 g=0.849
2/2 [==============================] - 0s 11ms/step
>6, 481/693, d1=0.692, d2=0.702 g=1.091
2/2 [==============================] - 0s 10ms/step
>6, 482/693, d1=0.687, d2=0.679 g=0.858
2/2 [==============================] - 0s 10ms/step
>6, 483/693, d1=0.682, d2=0.653 g=0.905
2/2 [==============================] - 0s 11ms/step
>6, 484/693, d1=0.683, d2=0.642 g=0.847
2/2 [==============================] - 0s 10ms/step
>6, 485/693, d1=0.680, d2=0.692 g=0.900
2/2 [==============================] - 0s 10ms/step
>6, 486/693, d1=0.690, d2=0.670 g=1.217
2/2 [==============================] - 0s 16ms/step
>6, 487/693, d1=0.675, d2=0.675 g=0.896
2/2 [==============================] - 0s 10ms/step
>6, 488/693, d1=0.692, d2=0.683 g=0.904
2/2 [==============================] - 0s 11ms/step
>6, 489/693, d1=0.676, d2=0.701 g=0.795
2/2 [==============================] - 0s 11ms/step
>6, 490/693, d1=0.680, d2=0.678 g=0.946
2/2 [==============================] - 0s 10ms/step
>6, 491/693, d1=0.691, d2=0.704 g=1.093
2/2 [==============================] - 0s 11ms/step
>6, 492/693, d1=0.680, d2=0.662 g=1.007
2/2 [==============================] - 0s 10ms/step
>6, 493/693, d1=0.689, d2=0.687 g=1.057
2/2 [==============================] - 0s 11ms/step
>6, 494/693, d1=0.669, d2=0.687 g=0.793
2/2 [==============================] - 0s 10ms/step
>6, 495/693, d1=0.680, d2=0.682 g=0.950
2/2 [==============================] - 0s 10ms/step
>6, 496/693, d1=0.691, d2=0.706 g=1.004
2/2 [==============================] - 0s 10ms/step
>6, 497/693, d1=0.680, d2=0.655 g=1.095
2/2 [==============================] - 0s 10ms/step
>6, 498/693, d1=0.688, d2=0.675 g=0.735
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
>6, 500/693, d1=0.684, d2=0.674 g=0.793
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
>6, 503/693, d1=0.672, d2=0.718 g=0.961
2/2 [==============================] - 0s 10ms/step
>6, 504/693, d1=0.690, d2=0.679 g=0.967
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
>6, 506/693, d1=0.676, d2=0.670 g=1.048
2/2 [==============================] - 0s 10ms/step
>6, 507/693, d1=0.691, d2=0.708 g=0.956
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
>6, 509/693, d1=0.686, d2=0.699 g=1.003
2/2 [==============================] - 0s 9ms/step
>6, 510/693, d1=0.695, d2=0.690 g=0.688
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
>6, 512/693, d1=0.682, d2=0.695 g=0.945
2/2 [==============================] - 0s 11ms/step
>6, 513/693, d1=0.678, d2=0.696 g=1.001
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
>6, 518/693, d1=0.682, d2=0.687 g=1.004
2/2 [==============================] - 0s 10ms/step
>6, 519/693, d1=0.686, d2=0.692 g=0.994
2/2 [==============================] - 0s 11ms/step
>6, 520/693, d1=0.675, d2=0.669 g=0.882
2/2 [==============================] - 0s 10ms/step
>6, 521/693, d1=0.679, d2=0.690 g=0.901
2/2 [==============================] - 0s 11ms/step
>6, 522/693, d1=0.684, d2=0.662 g=1.050
2/2 [==============================] - 0s 10ms/step
>6, 523/693, d1=0.677, d2=0.696 g=0.847
2/2 [==============================] - 0s 13ms/step
>6, 524/693, d1=0.678, d2=0.715 g=0.973
2/2 [==============================] - 0s 10ms/step
>6, 525/693, d1=0.682, d2=0.703 g=0.742
2/2 [==============================] - 0s 10ms/step
>6, 526/693, d1=0.677, d2=0.687 g=1.067
2/2 [==============================] - 0s 11ms/step
>6, 527/693, d1=0.684, d2=0.699 g=1.123
2/2 [==============================] - 0s 10ms/step
>6, 528/693, d1=0.691, d2=0.670 g=0.914
2/2 [==============================] - 0s 11ms/step
>6, 529/693, d1=0.698, d2=0.655 g=1.004
2/2 [==============================] - 0s 9ms/step
>6, 530/693, d1=0.678, d2=0.651 g=1.014
2/2 [==============================] - 0s 11ms/step
>6, 531/693, d1=0.681, d2=0.671 g=0.913
2/2 [==============================] - 0s 10ms/step
>6, 532/693, d1=0.691, d2=0.648 g=0.852
2/2 [==============================] - 0s 11ms/step
>6, 533/693, d1=0.668, d2=0.646 g=1.029
2/2 [==============================] - 0s 11ms/step
>6, 534/693, d1=0.676, d2=0.674 g=0.962
2/2 [==============================] - 0s 11ms/step
>6, 535/693, d1=0.685, d2=0.659 g=0.850
2/2 [==============================] - 0s 10ms/step
>6, 536/693, d1=0.677, d2=0.667 g=0.850
2/2 [==============================] - 0s 11ms/step
>6, 537/693, d1=0.675, d2=0.661 g=0.883
2/2 [==============================] - 0s 11ms/step
>6, 538/693, d1=0.683, d2=0.667 g=0.894
2/2 [==============================] - 0s 11ms/step
>6, 539/693, d1=0.674, d2=0.709 g=0.976
2/2 [==============================] - 0s 10ms/step
>6, 540/693, d1=0.678, d2=0.695 g=0.971
2/2 [==============================] - 0s 10ms/step
>6, 541/693, d1=0.679, d2=0.673 g=0.906
2/2 [==============================] - 0s 11ms/step
>6, 542/693, d1=0.678, d2=0.676 g=0.999
2/2 [==============================] - 0s 11ms/step
>6, 543/693, d1=0.685, d2=0.685 g=0.940
2/2 [==============================] - 0s 10ms/step
>6, 544/693, d1=0.677, d2=0.679 g=0.897
2/2 [==============================] - 0s 9ms/step
>6, 545/693, d1=0.686, d2=0.704 g=0.888
2/2 [==============================] - 0s 10ms/step
>6, 546/693, d1=0.688, d2=0.672 g=0.997
2/2 [==============================] - 0s 11ms/step
>6, 547/693, d1=0.677, d2=0.673 g=0.890
2/2 [==============================] - 0s 11ms/step
>6, 548/693, d1=0.679, d2=0.695 g=0.948
2/2 [==============================] - 0s 11ms/step
>6, 549/693, d1=0.680, d2=0.688 g=1.120
2/2 [==============================] - 0s 10ms/step
>6, 550/693, d1=0.684, d2=0.668 g=0.685
2/2 [==============================] - 0s 10ms/step
>6, 551/693, d1=0.687, d2=0.683 g=0.890
2/2 [==============================] - 0s 10ms/step
>6, 552/693, d1=0.665, d2=0.674 g=0.844
2/2 [==============================] - 0s 11ms/step
>6, 553/693, d1=0.680, d2=0.689 g=0.939
2/2 [==============================] - 0s 11ms/step
>6, 554/693, d1=0.683, d2=0.685 g=0.899
2/2 [==============================] - 0s 9ms/step
>6, 555/693, d1=0.694, d2=0.686 g=0.890
2/2 [==============================] - 0s 9ms/step
>6, 556/693, d1=0.683, d2=0.698 g=0.997
2/2 [==============================] - 0s 10ms/step
>6, 557/693, d1=0.682, d2=0.675 g=0.748
2/2 [==============================] - 0s 9ms/step
>6, 558/693, d1=0.681, d2=0.658 g=0.951
2/2 [==============================] - 0s 11ms/step
>6, 559/693, d1=0.695, d2=0.681 g=0.794
2/2 [==============================] - 0s 10ms/step
>6, 560/693, d1=0.684, d2=0.675 g=0.891
2/2 [==============================] - 0s 11ms/step
>6, 561/693, d1=0.680, d2=0.638 g=0.895
2/2 [==============================] - 0s 11ms/step
>6, 562/693, d1=0.688, d2=0.646 g=1.173
2/2 [==============================] - 0s 11ms/step
>6, 563/693, d1=0.684, d2=0.691 g=0.803
2/2 [==============================] - 0s 10ms/step
>6, 564/693, d1=0.685, d2=0.698 g=1.110
2/2 [==============================] - 0s 10ms/step
>6, 565/693, d1=0.670, d2=0.689 g=1.017
2/2 [==============================] - 0s 11ms/step
>6, 566/693, d1=0.681, d2=0.635 g=1.068
2/2 [==============================] - 0s 10ms/step
>6, 567/693, d1=0.686, d2=0.656 g=0.915
2/2 [==============================] - 0s 11ms/step
>6, 568/693, d1=0.679, d2=0.670 g=0.947
2/2 [==============================] - 0s 9ms/step
>6, 569/693, d1=0.679, d2=0.669 g=1.064
2/2 [==============================] - 0s 10ms/step
>6, 570/693, d1=0.691, d2=0.652 g=1.216
2/2 [==============================] - 0s 10ms/step
>6, 571/693, d1=0.671, d2=0.670 g=0.817
2/2 [==============================] - 0s 12ms/step
>6, 572/693, d1=0.683, d2=0.668 g=1.064
2/2 [==============================] - 0s 11ms/step
>6, 573/693, d1=0.678, d2=0.673 g=1.010
2/2 [==============================] - 0s 10ms/step
>6, 574/693, d1=0.682, d2=0.686 g=0.868
2/2 [==============================] - 0s 11ms/step
>6, 575/693, d1=0.679, d2=0.672 g=1.190
2/2 [==============================] - 0s 10ms/step
>6, 576/693, d1=0.682, d2=0.688 g=0.812
2/2 [==============================] - 0s 10ms/step
>6, 577/693, d1=0.677, d2=0.676 g=0.803
2/2 [==============================] - 0s 10ms/step
>6, 578/693, d1=0.680, d2=0.675 g=1.067
2/2 [==============================] - 0s 10ms/step
>6, 579/693, d1=0.666, d2=0.670 g=0.923
2/2 [==============================] - 0s 10ms/step
>6, 580/693, d1=0.683, d2=0.639 g=0.855
2/2 [==============================] - 0s 10ms/step
>6, 581/693, d1=0.690, d2=0.680 g=0.795
2/2 [==============================] - 0s 10ms/step
>6, 582/693, d1=0.674, d2=0.710 g=0.683
2/2 [==============================] - 0s 11ms/step
>6, 583/693, d1=0.678, d2=0.705 g=0.802
2/2 [==============================] - 0s 10ms/step
>6, 584/693, d1=0.675, d2=0.718 g=0.796
2/2 [==============================] - 0s 10ms/step
>6, 585/693, d1=0.686, d2=0.679 g=0.955
2/2 [==============================] - 0s 10ms/step
>6, 586/693, d1=0.686, d2=0.672 g=0.905
2/2 [==============================] - 0s 10ms/step
>6, 587/693, d1=0.678, d2=0.669 g=0.896
2/2 [==============================] - 0s 11ms/step
>6, 588/693, d1=0.683, d2=0.691 g=1.163
2/2 [==============================] - 0s 10ms/step
>6, 589/693, d1=0.680, d2=0.687 g=1.011
2/2 [==============================] - 0s 10ms/step
>6, 590/693, d1=0.687, d2=0.699 g=0.847
2/2 [==============================] - 0s 10ms/step
>6, 591/693, d1=0.683, d2=0.686 g=1.269
2/2 [==============================] - 0s 11ms/step
>6, 592/693, d1=0.681, d2=0.679 g=0.790
2/2 [==============================] - 0s 11ms/step
>6, 593/693, d1=0.684, d2=0.700 g=0.912
2/2 [==============================] - 0s 11ms/step
>6, 594/693, d1=0.667, d2=0.694 g=0.946
2/2 [==============================] - 0s 11ms/step
>6, 595/693, d1=0.688, d2=0.693 g=1.058
2/2 [==============================] - 0s 10ms/step
>6, 596/693, d1=0.692, d2=0.695 g=0.891
2/2 [==============================] - 0s 11ms/step
>6, 597/693, d1=0.686, d2=0.684 g=1.011
2/2 [==============================] - 0s 10ms/step
>6, 598/693, d1=0.686, d2=0.669 g=1.070
2/2 [==============================] - 0s 11ms/step
>6, 599/693, d1=0.685, d2=0.674 g=0.909
2/2 [==============================] - 0s 10ms/step
>6, 600/693, d1=0.680, d2=0.675 g=0.793
2/2 [==============================] - 0s 9ms/step
>6, 601/693, d1=0.694, d2=0.715 g=1.071
2/2 [==============================] - 0s 10ms/step
>6, 602/693, d1=0.686, d2=0.683 g=0.751
2/2 [==============================] - 0s 10ms/step
>6, 603/693, d1=0.693, d2=0.677 g=0.918
2/2 [==============================] - 0s 10ms/step
>6, 604/693, d1=0.692, d2=0.684 g=1.020
2/2 [==============================] - 0s 15ms/step
>6, 605/693, d1=0.688, d2=0.679 g=0.801
2/2 [==============================] - 0s 9ms/step
>6, 606/693, d1=0.687, d2=0.689 g=0.974
2/2 [==============================] - 0s 10ms/step
>6, 607/693, d1=0.690, d2=0.660 g=0.924
2/2 [==============================] - 0s 10ms/step
>6, 608/693, d1=0.691, d2=0.682 g=0.983
2/2 [==============================] - 0s 10ms/step
>6, 609/693, d1=0.685, d2=0.679 g=1.183
2/2 [==============================] - 0s 10ms/step
>6, 610/693, d1=0.694, d2=0.645 g=1.132
2/2 [==============================] - 0s 10ms/step
>6, 611/693, d1=0.690, d2=0.694 g=0.921
2/2 [==============================] - 0s 10ms/step
>6, 612/693, d1=0.703, d2=0.643 g=1.038
2/2 [==============================] - 0s 10ms/step
>6, 613/693, d1=0.690, d2=0.666 g=1.085
2/2 [==============================] - 0s 10ms/step
>6, 614/693, d1=0.684, d2=0.673 g=0.923
2/2 [==============================] - 0s 11ms/step
>6, 615/693, d1=0.679, d2=0.655 g=1.081
2/2 [==============================] - 0s 11ms/step
>6, 616/693, d1=0.686, d2=0.672 g=0.927
2/2 [==============================] - 0s 11ms/step
>6, 617/693, d1=0.680, d2=0.687 g=1.130
2/2 [==============================] - 0s 10ms/step
>6, 618/693, d1=0.676, d2=0.685 g=1.040
2/2 [==============================] - 0s 10ms/step
>6, 619/693, d1=0.699, d2=0.678 g=0.807
2/2 [==============================] - 0s 10ms/step
>6, 620/693, d1=0.690, d2=0.677 g=0.963
2/2 [==============================] - 0s 10ms/step
>6, 621/693, d1=0.682, d2=0.655 g=0.969
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
>6, 625/693, d1=0.695, d2=0.644 g=1.076
2/2 [==============================] - 0s 11ms/step
>6, 626/693, d1=0.690, d2=0.649 g=0.853
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
>6, 628/693, d1=0.689, d2=0.672 g=1.021
2/2 [==============================] - 0s 10ms/step
>6, 629/693, d1=0.690, d2=0.671 g=1.028
2/2 [==============================] - 0s 10ms/step
>6, 630/693, d1=0.681, d2=0.680 g=1.198
2/2 [==============================] - 0s 10ms/step
>6, 631/693, d1=0.690, d2=0.702 g=0.950
2/2 [==============================] - 0s 10ms/step
>6, 632/693, d1=0.682, d2=0.687 g=0.739
2/2 [==============================] - 0s 12ms/step
>6, 633/693, d1=0.686, d2=0.678 g=1.025
2/2 [==============================] - 0s 11ms/step
>6, 634/693, d1=0.694, d2=0.681 g=1.101
2/2 [==============================] - 0s 10ms/step
>6, 635/693, d1=0.693, d2=0.652 g=0.750
2/2 [==============================] - 0s 12ms/step
>6, 636/693, d1=0.691, d2=0.662 g=0.802
2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
>6, 638/693, d1=0.685, d2=0.675 g=1.186
2/2 [==============================] - 0s 11ms/step
>6, 639/693, d1=0.681, d2=0.692 g=0.915
2/2 [==============================] - 0s 10ms/step
>6, 640/693, d1=0.685, d2=0.700 g=1.092
2/2 [==============================] - 0s 10ms/step
>6, 641/693, d1=0.687, d2=0.667 g=0.994
2/2 [==============================] - 0s 8ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
>6, 644/693, d1=0.690, d2=0.668 g=0.910
2/2 [==============================] - 0s 11ms/step
>6, 645/693, d1=0.695, d2=0.665 g=0.977
2/2 [==============================] - 0s 11ms/step
>6, 646/693, d1=0.675, d2=0.693 g=1.095
2/2 [==============================] - 0s 10ms/step
>6, 647/693, d1=0.688, d2=0.685 g=1.031
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
>6, 649/693, d1=0.687, d2=0.687 g=1.094
2/2 [==============================] - 0s 11ms/step
>6, 650/693, d1=0.684, d2=0.649 g=0.812
2/2 [==============================] - 0s 10ms/step
>6, 651/693, d1=0.683, d2=0.671 g=0.762
2/2 [==============================] - 0s 10ms/step
>6, 652/693, d1=0.688, d2=0.683 g=0.869
2/2 [==============================] - 0s 11ms/step
>6, 653/693, d1=0.675, d2=0.675 g=1.035
2/2 [==============================] - 0s 10ms/step
>6, 654/693, d1=0.683, d2=0.703 g=0.865
2/2 [==============================] - 0s 11ms/step
>6, 655/693, d1=0.679, d2=0.690 g=0.803
2/2 [==============================] - 0s 9ms/step
>6, 656/693, d1=0.690, d2=0.705 g=1.031
2/2 [==============================] - 0s 10ms/step
>6, 657/693, d1=0.671, d2=0.667 g=0.854
2/2 [==============================] - 0s 10ms/step
>6, 658/693, d1=0.672, d2=0.694 g=0.874
2/2 [==============================] - 0s 10ms/step
>6, 659/693, d1=0.673, d2=0.695 g=0.847
2/2 [==============================] - 0s 10ms/step
>6, 660/693, d1=0.683, d2=0.681 g=0.958
2/2 [==============================] - 0s 10ms/step
>6, 661/693, d1=0.686, d2=0.663 g=0.743
2/2 [==============================] - 0s 11ms/step
>6, 662/693, d1=0.676, d2=0.666 g=0.911
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
>6, 666/693, d1=0.689, d2=0.707 g=0.911
2/2 [==============================] - 0s 10ms/step
>6, 667/693, d1=0.674, d2=0.665 g=0.958
2/2 [==============================] - 0s 12ms/step
>6, 668/693, d1=0.676, d2=0.708 g=0.846
2/2 [==============================] - 0s 11ms/step
>6, 669/693, d1=0.682, d2=0.646 g=0.666
2/2 [==============================] - 0s 11ms/step
>6, 670/693, d1=0.676, d2=0.711 g=0.783
2/2 [==============================] - 0s 11ms/step
>6, 671/693, d1=0.674, d2=0.674 g=0.968
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
>6, 673/693, d1=0.689, d2=0.697 g=0.846
2/2 [==============================] - 0s 11ms/step
>6, 674/693, d1=0.683, d2=0.689 g=1.237
2/2 [==============================] - 0s 10ms/step
>6, 675/693, d1=0.681, d2=0.704 g=0.912
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
>6, 685/693, d1=0.677, d2=0.638 g=0.956
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
>6, 687/693, d1=0.691, d2=0.675 g=0.753
2/2 [==============================] - 0s 11ms/step
>6, 688/693, d1=0.695, d2=0.679 g=0.813
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
>6, 690/693, d1=0.683, d2=0.666 g=0.992
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
>6, 693/693, d1=0.682, d2=0.692 g=0.973
2/2 [==============================] - 0s 12ms/step
>7, 1/693, d1=0.680, d2=0.669 g=1.173
2/2 [==============================] - 0s 11ms/step
>7, 2/693, d1=0.680, d2=0.681 g=0.972
2/2 [==============================] - 0s 10ms/step
>7, 3/693, d1=0.684, d2=0.669 g=1.015
2/2 [==============================] - 0s 10ms/step
>7, 4/693, d1=0.687, d2=0.683 g=0.961
2/2 [==============================] - 0s 12ms/step
>7, 5/693, d1=0.681, d2=0.671 g=0.917
2/2 [==============================] - 0s 10ms/step
>7, 6/693, d1=0.685, d2=0.695 g=0.794
2/2 [==============================] - 0s 11ms/step
>7, 7/693, d1=0.688, d2=0.696 g=0.851
2/2 [==============================] - 0s 11ms/step
>7, 8/693, d1=0.683, d2=0.671 g=0.902
2/2 [==============================] - 0s 10ms/step
>7, 9/693, d1=0.677, d2=0.704 g=0.858
2/2 [==============================] - 0s 10ms/step
>7, 10/693, d1=0.700, d2=0.673 g=1.028
2/2 [==============================] - 0s 11ms/step
>7, 11/693, d1=0.682, d2=0.690 g=1.014
2/2 [==============================] - 0s 11ms/step
>7, 12/693, d1=0.677, d2=0.678 g=1.079
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
>7, 14/693, d1=0.688, d2=0.673 g=0.973
2/2 [==============================] - 0s 11ms/step
>7, 15/693, d1=0.698, d2=0.690 g=1.081
2/2 [==============================] - 0s 11ms/step
>7, 16/693, d1=0.685, d2=0.674 g=0.924
2/2 [==============================] - 0s 10ms/step
>7, 17/693, d1=0.685, d2=0.686 g=0.986
2/2 [==============================] - 0s 11ms/step
>7, 18/693, d1=0.687, d2=0.686 g=0.924
2/2 [==============================] - 0s 12ms/step
>7, 19/693, d1=0.691, d2=0.610 g=1.145
2/2 [==============================] - 0s 11ms/step
>7, 20/693, d1=0.684, d2=0.686 g=1.047
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
>7, 491/693, d1=0.685, d2=0.666 g=0.990
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
>7, 494/693, d1=0.683, d2=0.677 g=0.769
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
>7, 501/693, d1=0.690, d2=0.678 g=0.950
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
>7, 503/693, d1=0.673, d2=0.684 g=1.068
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
>7, 517/693, d1=0.682, d2=0.638 g=1.045
2/2 [==============================] - 0s 10ms/step
>7, 518/693, d1=0.683, d2=0.692 g=1.131
2/2 [==============================] - 0s 10ms/step
>7, 519/693, d1=0.679, d2=0.678 g=0.881
2/2 [==============================] - 0s 10ms/step
>7, 520/693, d1=0.690, d2=0.689 g=0.824
2/2 [==============================] - 0s 11ms/step
>7, 521/693, d1=0.679, d2=0.656 g=1.140
2/2 [==============================] - 0s 11ms/step
>7, 522/693, d1=0.693, d2=0.681 g=0.755
2/2 [==============================] - 0s 10ms/step
>7, 523/693, d1=0.676, d2=0.668 g=1.278
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
>7, 525/693, d1=0.673, d2=0.701 g=1.006
2/2 [==============================] - 0s 11ms/step
>7, 526/693, d1=0.678, d2=0.705 g=1.261
2/2 [==============================] - 0s 11ms/step
>7, 527/693, d1=0.681, d2=0.670 g=0.948
2/2 [==============================] - 0s 10ms/step
>7, 528/693, d1=0.682, d2=0.650 g=0.810
2/2 [==============================] - 0s 10ms/step
>7, 529/693, d1=0.667, d2=0.698 g=1.389
2/2 [==============================] - 0s 10ms/step
>7, 530/693, d1=0.679, d2=0.679 g=1.072
2/2 [==============================] - 0s 10ms/step
>7, 531/693, d1=0.682, d2=0.659 g=1.002
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
>7, 533/693, d1=0.671, d2=0.698 g=1.268
2/2 [==============================] - 0s 10ms/step
>7, 534/693, d1=0.682, d2=0.705 g=0.991
2/2 [==============================] - 0s 11ms/step
>7, 535/693, d1=0.676, d2=0.664 g=0.748
2/2 [==============================] - 0s 11ms/step
>7, 536/693, d1=0.683, d2=0.692 g=1.061
2/2 [==============================] - 0s 9ms/step
>7, 537/693, d1=0.684, d2=0.686 g=0.797
2/2 [==============================] - 0s 10ms/step
>7, 538/693, d1=0.681, d2=0.700 g=0.856
2/2 [==============================] - 0s 10ms/step
>7, 539/693, d1=0.687, d2=0.712 g=1.056
2/2 [==============================] - 0s 10ms/step
>7, 540/693, d1=0.668, d2=0.687 g=1.011
2/2 [==============================] - 0s 9ms/step
>7, 541/693, d1=0.680, d2=0.705 g=1.058
2/2 [==============================] - 0s 11ms/step
>7, 542/693, d1=0.676, d2=0.662 g=0.753
2/2 [==============================] - 0s 10ms/step
>7, 543/693, d1=0.681, d2=0.678 g=0.941
2/2 [==============================] - 0s 11ms/step
>7, 544/693, d1=0.689, d2=0.680 g=0.995
2/2 [==============================] - 0s 10ms/step
>7, 545/693, d1=0.690, d2=0.696 g=1.086
2/2 [==============================] - 0s 11ms/step
>7, 546/693, d1=0.680, d2=0.709 g=1.139
2/2 [==============================] - 0s 11ms/step
>7, 547/693, d1=0.672, d2=0.702 g=0.761
2/2 [==============================] - 0s 12ms/step
>7, 548/693, d1=0.670, d2=0.703 g=1.021
2/2 [==============================] - 0s 11ms/step
>7, 549/693, d1=0.675, d2=0.673 g=0.869
2/2 [==============================] - 0s 11ms/step
>7, 550/693, d1=0.688, d2=0.687 g=1.263
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
>7, 552/693, d1=0.700, d2=0.655 g=0.821
2/2 [==============================] - 0s 10ms/step
>7, 553/693, d1=0.691, d2=0.711 g=1.139
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
>7, 555/693, d1=0.681, d2=0.652 g=0.836
2/2 [==============================] - 0s 11ms/step
>7, 556/693, d1=0.671, d2=0.676 g=0.892
2/2 [==============================] - 0s 11ms/step
>7, 557/693, d1=0.689, d2=0.679 g=1.015
2/2 [==============================] - 0s 10ms/step
>7, 558/693, d1=0.679, d2=0.637 g=0.832
2/2 [==============================] - 0s 12ms/step
>7, 559/693, d1=0.683, d2=0.687 g=1.216
2/2 [==============================] - 0s 10ms/step
>7, 560/693, d1=0.697, d2=0.661 g=0.903
2/2 [==============================] - 0s 11ms/step
>7, 561/693, d1=0.678, d2=0.646 g=1.144
2/2 [==============================] - 0s 11ms/step
>7, 562/693, d1=0.674, d2=0.682 g=0.834
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 9ms/step
>7, 565/693, d1=0.682, d2=0.662 g=0.916
2/2 [==============================] - 0s 10ms/step
>7, 566/693, d1=0.685, d2=0.660 g=0.954
2/2 [==============================] - 0s 10ms/step
>7, 567/693, d1=0.671, d2=0.684 g=0.768
2/2 [==============================] - 0s 10ms/step
>7, 568/693, d1=0.690, d2=0.682 g=0.956
2/2 [==============================] - 0s 11ms/step
>7, 569/693, d1=0.703, d2=0.669 g=0.908
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
>7, 574/693, d1=0.700, d2=0.688 g=0.909
2/2 [==============================] - 0s 10ms/step
>7, 575/693, d1=0.689, d2=0.666 g=1.122
2/2 [==============================] - 0s 10ms/step
>7, 576/693, d1=0.678, d2=0.676 g=1.073
2/2 [==============================] - 0s 12ms/step
>7, 577/693, d1=0.683, d2=0.691 g=0.947
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
>7, 587/693, d1=0.689, d2=0.674 g=1.064
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
>7, 592/693, d1=0.681, d2=0.688 g=0.965
2/2 [==============================] - 0s 10ms/step
>7, 593/693, d1=0.686, d2=0.666 g=0.898
2/2 [==============================] - 0s 11ms/step
>7, 594/693, d1=0.681, d2=0.680 g=0.892
2/2 [==============================] - 0s 12ms/step
>7, 595/693, d1=0.684, d2=0.679 g=1.156
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 8ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
>8, 576/693, d1=0.683, d2=0.696 g=1.328
2/2 [==============================] - 0s 10ms/step
>8, 577/693, d1=0.677, d2=0.692 g=0.998
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
>8, 605/693, d1=0.672, d2=0.679 g=0.841
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
>8, 615/693, d1=0.682, d2=0.665 g=0.924
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
>10, 149/693, d1=0.671, d2=0.689 g=1.384
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
>10, 153/693, d1=0.670, d2=0.651 g=1.627
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
>10, 158/693, d1=0.683, d2=0.628 g=1.408
2/2 [==============================] - 0s 11ms/step
>10, 159/693, d1=0.690, d2=0.671 g=1.315
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
>10, 165/693, d1=0.661, d2=0.695 g=0.901
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
>10, 296/693, d1=0.678, d2=0.688 g=1.461
2/2 [==============================] - 0s 11ms/step
>10, 297/693, d1=0.677, d2=0.688 g=0.804
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
>10, 353/693, d1=0.667, d2=0.660 g=1.341
2/2 [==============================] - 0s 10ms/step
>10, 354/693, d1=0.673, d2=0.688 g=1.141
2/2 [==============================] - 0s 10ms/step
>10, 355/693, d1=0.699, d2=0.709 g=2.123
2/2 [==============================] - 0s 10ms/step
>10, 356/693, d1=0.667, d2=0.671 g=1.458
2/2 [==============================] - 0s 10ms/step
>10, 357/693, d1=0.676, d2=0.680 g=1.691
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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>10, 441/693, d1=0.668, d2=0.705 g=0.798
2/2 [==============================] - 0s 10ms/step
>10, 442/693, d1=0.669, d2=0.661 g=1.015
2/2 [==============================] - 0s 10ms/step
>10, 443/693, d1=0.659, d2=0.673 g=1.407
2/2 [==============================] - 0s 10ms/step
>10, 444/693, d1=0.670, d2=0.695 g=1.144
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
>10, 448/693, d1=0.673, d2=0.683 g=1.018
2/2 [==============================] - 0s 10ms/step
>10, 449/693, d1=0.675, d2=0.710 g=0.931
2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
>10, 454/693, d1=0.670, d2=0.670 g=0.910
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 10ms/step
>10, 457/693, d1=0.664, d2=0.689 g=1.127
2/2 [==============================] - 0s 10ms/step
>10, 458/693, d1=0.676, d2=0.691 g=1.602
2/2 [==============================] - 0s 11ms/step
>10, 459/693, d1=0.670, d2=0.716 g=1.035
2/2 [==============================] - 0s 10ms/step
>10, 460/693, d1=0.662, d2=0.699 g=1.350
2/2 [==============================] - 0s 10ms/step
>10, 461/693, d1=0.680, d2=0.713 g=0.899
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
>10, 463/693, d1=0.689, d2=0.702 g=1.860
2/2 [==============================] - 0s 10ms/step
>10, 464/693, d1=0.675, d2=0.710 g=1.258
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
>10, 466/693, d1=0.679, d2=0.704 g=1.253
2/2 [==============================] - 0s 11ms/step
>10, 467/693, d1=0.677, d2=0.691 g=1.392
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
>10, 474/693, d1=0.678, d2=0.657 g=1.261
2/2 [==============================] - 0s 10ms/step
>10, 475/693, d1=0.679, d2=0.691 g=1.235
2/2 [==============================] - 0s 10ms/step
>10, 476/693, d1=0.685, d2=0.674 g=0.920
2/2 [==============================] - 0s 12ms/step
>10, 477/693, d1=0.685, d2=0.677 g=1.030
2/2 [==============================] - 0s 10ms/step
>10, 478/693, d1=0.678, d2=0.681 g=1.346
2/2 [==============================] - 0s 10ms/step
>10, 479/693, d1=0.662, d2=0.648 g=0.692
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
>10, 481/693, d1=0.673, d2=0.683 g=1.362
2/2 [==============================] - 0s 10ms/step
>10, 482/693, d1=0.691, d2=0.655 g=1.072
2/2 [==============================] - 0s 11ms/step
>10, 483/693, d1=0.661, d2=0.668 g=1.370
2/2 [==============================] - 0s 11ms/step
>10, 484/693, d1=0.683, d2=0.665 g=1.146
2/2 [==============================] - 0s 11ms/step
>10, 485/693, d1=0.679, d2=0.681 g=0.922
2/2 [==============================] - 0s 11ms/step
>10, 486/693, d1=0.672, d2=0.683 g=0.940
2/2 [==============================] - 0s 11ms/step
>10, 487/693, d1=0.671, d2=0.697 g=1.279
2/2 [==============================] - 0s 10ms/step
>10, 488/693, d1=0.683, d2=0.655 g=0.823
2/2 [==============================] - 0s 10ms/step
>10, 489/693, d1=0.657, d2=0.672 g=0.951
2/2 [==============================] - 0s 9ms/step
>10, 490/693, d1=0.684, d2=0.672 g=1.055
2/2 [==============================] - 0s 8ms/step
>10, 491/693, d1=0.682, d2=0.653 g=1.539
2/2 [==============================] - 0s 11ms/step
>10, 492/693, d1=0.675, d2=0.653 g=1.499
2/2 [==============================] - 0s 10ms/step
>10, 493/693, d1=0.684, d2=0.684 g=1.483
2/2 [==============================] - 0s 11ms/step
>10, 494/693, d1=0.670, d2=0.679 g=1.148
2/2 [==============================] - 0s 11ms/step
>10, 495/693, d1=0.685, d2=0.647 g=1.149
2/2 [==============================] - 0s 10ms/step
>10, 496/693, d1=0.680, d2=0.697 g=1.395
2/2 [==============================] - 0s 10ms/step
>10, 497/693, d1=0.681, d2=0.665 g=1.604
2/2 [==============================] - 0s 10ms/step
>10, 498/693, d1=0.679, d2=0.706 g=1.153
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
>10, 500/693, d1=0.679, d2=0.682 g=1.478
2/2 [==============================] - 0s 11ms/step
>10, 501/693, d1=0.675, d2=0.673 g=1.367
2/2 [==============================] - 0s 10ms/step
>10, 502/693, d1=0.688, d2=0.679 g=1.385
2/2 [==============================] - 0s 10ms/step
>10, 503/693, d1=0.671, d2=0.688 g=1.463
2/2 [==============================] - 0s 11ms/step
>10, 504/693, d1=0.672, d2=0.678 g=1.149
2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 9ms/step
>10, 507/693, d1=0.682, d2=0.669 g=0.946
2/2 [==============================] - 0s 10ms/step
>10, 508/693, d1=0.679, d2=0.701 g=0.930
2/2 [==============================] - 0s 11ms/step
>10, 509/693, d1=0.700, d2=0.676 g=1.160
2/2 [==============================] - 0s 9ms/step
>10, 510/693, d1=0.695, d2=0.688 g=1.181
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
>10, 512/693, d1=0.685, d2=0.710 g=1.039
2/2 [==============================] - 0s 11ms/step
>10, 513/693, d1=0.689, d2=0.693 g=1.840
2/2 [==============================] - 0s 10ms/step
>10, 514/693, d1=0.677, d2=0.687 g=1.055
2/2 [==============================] - 0s 11ms/step
>10, 515/693, d1=0.691, d2=0.675 g=1.487
2/2 [==============================] - 0s 10ms/step
>10, 516/693, d1=0.688, d2=0.682 g=1.052
2/2 [==============================] - 0s 10ms/step
>10, 517/693, d1=0.705, d2=0.675 g=1.057
2/2 [==============================] - 0s 10ms/step
>10, 518/693, d1=0.688, d2=0.630 g=1.481
2/2 [==============================] - 0s 10ms/step
>10, 519/693, d1=0.687, d2=0.671 g=1.141
2/2 [==============================] - 0s 11ms/step
>10, 520/693, d1=0.679, d2=0.670 g=1.140
2/2 [==============================] - 0s 9ms/step
>10, 521/693, d1=0.681, d2=0.677 g=1.300
2/2 [==============================] - 0s 11ms/step
>10, 522/693, d1=0.670, d2=0.675 g=1.505
2/2 [==============================] - 0s 11ms/step
>10, 523/693, d1=0.687, d2=0.657 g=1.380
2/2 [==============================] - 0s 11ms/step
>10, 524/693, d1=0.696, d2=0.694 g=1.207
2/2 [==============================] - 0s 11ms/step
>10, 525/693, d1=0.700, d2=0.677 g=1.165
2/2 [==============================] - 0s 10ms/step
>10, 526/693, d1=0.682, d2=0.682 g=1.280
2/2 [==============================] - 0s 10ms/step
>10, 527/693, d1=0.685, d2=0.661 g=0.927
2/2 [==============================] - 0s 10ms/step
>10, 528/693, d1=0.689, d2=0.688 g=0.924
2/2 [==============================] - 0s 10ms/step
>10, 529/693, d1=0.699, d2=0.685 g=0.925
2/2 [==============================] - 0s 11ms/step
>10, 530/693, d1=0.689, d2=0.691 g=1.367
2/2 [==============================] - 0s 10ms/step
>10, 531/693, d1=0.686, d2=0.679 g=1.160
2/2 [==============================] - 0s 10ms/step
>10, 532/693, d1=0.673, d2=0.665 g=1.033
2/2 [==============================] - 0s 10ms/step
>10, 533/693, d1=0.691, d2=0.691 g=1.171
2/2 [==============================] - 0s 11ms/step
>10, 534/693, d1=0.701, d2=0.647 g=1.162
2/2 [==============================] - 0s 11ms/step
>10, 535/693, d1=0.694, d2=0.682 g=1.520
2/2 [==============================] - 0s 11ms/step
>10, 536/693, d1=0.680, d2=0.676 g=1.609
2/2 [==============================] - 0s 11ms/step
>10, 537/693, d1=0.694, d2=0.694 g=1.157
2/2 [==============================] - 0s 10ms/step
>10, 538/693, d1=0.687, d2=0.689 g=0.909
2/2 [==============================] - 0s 10ms/step
>10, 539/693, d1=0.682, d2=0.682 g=1.470
2/2 [==============================] - 0s 10ms/step
>10, 540/693, d1=0.674, d2=0.670 g=1.288
2/2 [==============================] - 0s 11ms/step
>10, 541/693, d1=0.686, d2=0.693 g=1.631
2/2 [==============================] - 0s 11ms/step
>10, 542/693, d1=0.683, d2=0.700 g=1.038
2/2 [==============================] - 0s 11ms/step
>10, 543/693, d1=0.678, d2=0.626 g=1.161
2/2 [==============================] - 0s 10ms/step
>10, 544/693, d1=0.678, d2=0.669 g=1.036
2/2 [==============================] - 0s 10ms/step
>10, 545/693, d1=0.680, d2=0.662 g=1.029
2/2 [==============================] - 0s 10ms/step
>10, 546/693, d1=0.696, d2=0.657 g=0.903
2/2 [==============================] - 0s 10ms/step
>10, 547/693, d1=0.688, d2=0.663 g=0.810
2/2 [==============================] - 0s 10ms/step
>10, 548/693, d1=0.682, d2=0.671 g=1.165
2/2 [==============================] - 0s 11ms/step
>10, 549/693, d1=0.653, d2=0.692 g=1.150
2/2 [==============================] - 0s 10ms/step
>10, 550/693, d1=0.671, d2=0.672 g=1.487
2/2 [==============================] - 0s 10ms/step
>10, 551/693, d1=0.680, d2=0.672 g=0.691
2/2 [==============================] - 0s 10ms/step
>10, 552/693, d1=0.672, d2=0.670 g=1.032
2/2 [==============================] - 0s 11ms/step
>10, 553/693, d1=0.684, d2=0.697 g=1.398
2/2 [==============================] - 0s 10ms/step
>10, 554/693, d1=0.687, d2=0.684 g=1.149
2/2 [==============================] - 0s 10ms/step
>10, 555/693, d1=0.676, d2=0.687 g=1.600
2/2 [==============================] - 0s 11ms/step
>10, 556/693, d1=0.682, d2=0.706 g=0.904
2/2 [==============================] - 0s 10ms/step
>10, 557/693, d1=0.688, d2=0.681 g=1.374
2/2 [==============================] - 0s 10ms/step
>10, 558/693, d1=0.691, d2=0.651 g=0.924
2/2 [==============================] - 0s 10ms/step
>10, 559/693, d1=0.684, d2=0.686 g=1.748
2/2 [==============================] - 0s 11ms/step
>10, 560/693, d1=0.673, d2=0.679 g=1.386
2/2 [==============================] - 0s 10ms/step
>10, 561/693, d1=0.669, d2=0.696 g=0.925
2/2 [==============================] - 0s 11ms/step
>10, 562/693, d1=0.658, d2=0.694 g=1.144
2/2 [==============================] - 0s 11ms/step
>10, 563/693, d1=0.683, d2=0.642 g=1.391
2/2 [==============================] - 0s 12ms/step
>10, 564/693, d1=0.685, d2=0.675 g=1.512
2/2 [==============================] - 0s 11ms/step
>10, 565/693, d1=0.670, d2=0.671 g=1.263
2/2 [==============================] - 0s 10ms/step
>10, 566/693, d1=0.684, d2=0.676 g=0.805
2/2 [==============================] - 0s 11ms/step
>10, 567/693, d1=0.688, d2=0.679 g=1.820
2/2 [==============================] - 0s 10ms/step
>10, 568/693, d1=0.680, d2=0.668 g=1.257
2/2 [==============================] - 0s 11ms/step
>10, 569/693, d1=0.684, d2=0.689 g=1.629
2/2 [==============================] - 0s 11ms/step
>10, 570/693, d1=0.672, d2=0.644 g=0.917
2/2 [==============================] - 0s 10ms/step
>10, 571/693, d1=0.678, d2=0.696 g=1.457
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
>10, 573/693, d1=0.674, d2=0.679 g=1.021
2/2 [==============================] - 0s 11ms/step
>10, 574/693, d1=0.688, d2=0.680 g=1.058
2/2 [==============================] - 0s 11ms/step
>10, 575/693, d1=0.669, d2=0.681 g=0.918
2/2 [==============================] - 0s 11ms/step
>10, 576/693, d1=0.669, d2=0.679 g=1.259
2/2 [==============================] - 0s 11ms/step
>10, 577/693, d1=0.684, d2=0.688 g=1.274
2/2 [==============================] - 0s 10ms/step
>10, 578/693, d1=0.678, d2=0.678 g=1.625
2/2 [==============================] - 0s 9ms/step
>10, 579/693, d1=0.678, d2=0.656 g=1.625
2/2 [==============================] - 0s 10ms/step
>10, 580/693, d1=0.676, d2=0.671 g=1.350
2/2 [==============================] - 0s 10ms/step
>10, 581/693, d1=0.700, d2=0.667 g=1.287
2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 13ms/step
>10, 583/693, d1=0.682, d2=0.696 g=1.398
2/2 [==============================] - 0s 11ms/step
>10, 584/693, d1=0.675, d2=0.696 g=1.693
2/2 [==============================] - 0s 11ms/step
>10, 585/693, d1=0.682, d2=0.712 g=0.919
2/2 [==============================] - 0s 10ms/step
>10, 586/693, d1=0.669, d2=0.679 g=1.814
2/2 [==============================] - 0s 10ms/step
>10, 587/693, d1=0.680, d2=0.676 g=1.030
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
>10, 602/693, d1=0.674, d2=0.671 g=1.019
2/2 [==============================] - 0s 10ms/step
>10, 603/693, d1=0.677, d2=0.706 g=1.287
2/2 [==============================] - 0s 9ms/step
>10, 604/693, d1=0.690, d2=0.652 g=1.035
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
>10, 610/693, d1=0.660, d2=0.684 g=1.065
2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
>10, 613/693, d1=0.689, d2=0.701 g=1.668
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
>10, 633/693, d1=0.700, d2=0.678 g=1.687
2/2 [==============================] - 0s 10ms/step
>10, 634/693, d1=0.690, d2=0.705 g=1.222
2/2 [==============================] - 0s 10ms/step
>10, 635/693, d1=0.692, d2=0.641 g=1.131
2/2 [==============================] - 0s 11ms/step
>10, 636/693, d1=0.684, d2=0.700 g=1.141
2/2 [==============================] - 0s 10ms/step
>10, 637/693, d1=0.670, d2=0.695 g=1.498
2/2 [==============================] - 0s 11ms/step
>10, 638/693, d1=0.687, d2=0.694 g=1.728
2/2 [==============================] - 0s 11ms/step
>10, 639/693, d1=0.687, d2=0.676 g=1.597
2/2 [==============================] - 0s 10ms/step
>10, 640/693, d1=0.690, d2=0.685 g=0.922
2/2 [==============================] - 0s 11ms/step
>10, 641/693, d1=0.687, d2=0.670 g=1.276
2/2 [==============================] - 0s 10ms/step
>10, 642/693, d1=0.686, d2=0.687 g=1.374
2/2 [==============================] - 0s 11ms/step
>10, 643/693, d1=0.688, d2=0.653 g=1.070
2/2 [==============================] - 0s 10ms/step
>10, 644/693, d1=0.680, d2=0.659 g=1.165
2/2 [==============================] - 0s 10ms/step
>10, 645/693, d1=0.688, d2=0.663 g=1.071
2/2 [==============================] - 0s 10ms/step
>10, 646/693, d1=0.685, d2=0.629 g=1.507
2/2 [==============================] - 0s 10ms/step
>10, 647/693, d1=0.677, d2=0.617 g=1.512
2/2 [==============================] - 0s 10ms/step
>10, 648/693, d1=0.676, d2=0.636 g=1.400
2/2 [==============================] - 0s 11ms/step
>10, 649/693, d1=0.676, d2=0.637 g=1.202
2/2 [==============================] - 0s 11ms/step
>10, 650/693, d1=0.670, d2=0.626 g=1.750
2/2 [==============================] - 0s 10ms/step
>10, 651/693, d1=0.670, d2=0.633 g=0.980
2/2 [==============================] - 0s 11ms/step
>10, 652/693, d1=0.663, d2=0.668 g=1.416
2/2 [==============================] - 0s 11ms/step
>10, 653/693, d1=0.659, d2=0.677 g=1.540
2/2 [==============================] - 0s 11ms/step
>10, 654/693, d1=0.683, d2=0.650 g=1.211
2/2 [==============================] - 0s 11ms/step
>10, 655/693, d1=0.668, d2=0.697 g=1.389
2/2 [==============================] - 0s 11ms/step
>10, 656/693, d1=0.666, d2=0.668 g=0.942
2/2 [==============================] - 0s 11ms/step
>10, 657/693, d1=0.666, d2=0.685 g=0.924
2/2 [==============================] - 0s 10ms/step
>10, 658/693, d1=0.676, d2=0.688 g=1.044
2/2 [==============================] - 0s 11ms/step
>10, 659/693, d1=0.681, d2=0.679 g=1.302
2/2 [==============================] - 0s 11ms/step
>10, 660/693, d1=0.679, d2=0.691 g=1.156
2/2 [==============================] - 0s 10ms/step
>10, 661/693, d1=0.687, d2=0.688 g=1.132
2/2 [==============================] - 0s 10ms/step
>10, 662/693, d1=0.656, d2=0.712 g=1.615
2/2 [==============================] - 0s 11ms/step
>10, 663/693, d1=0.673, d2=0.672 g=1.254
2/2 [==============================] - 0s 9ms/step
>10, 664/693, d1=0.672, d2=0.717 g=1.615
2/2 [==============================] - 0s 9ms/step
>10, 665/693, d1=0.682, d2=0.655 g=1.142
2/2 [==============================] - 0s 10ms/step
>10, 666/693, d1=0.695, d2=0.702 g=1.265
2/2 [==============================] - 0s 11ms/step
>10, 667/693, d1=0.690, d2=0.667 g=1.164
2/2 [==============================] - 0s 11ms/step
>10, 668/693, d1=0.705, d2=0.682 g=1.253
2/2 [==============================] - 0s 10ms/step
>10, 669/693, d1=0.709, d2=0.650 g=1.442
2/2 [==============================] - 0s 10ms/step
>10, 670/693, d1=0.691, d2=0.670 g=1.277
2/2 [==============================] - 0s 10ms/step
>10, 671/693, d1=0.679, d2=0.680 g=1.146
2/2 [==============================] - 0s 10ms/step
>10, 672/693, d1=0.686, d2=0.669 g=1.144
2/2 [==============================] - 0s 10ms/step
>10, 673/693, d1=0.683, d2=0.701 g=1.381
2/2 [==============================] - 0s 9ms/step
>10, 674/693, d1=0.662, d2=0.676 g=1.586
2/2 [==============================] - 0s 12ms/step
>10, 675/693, d1=0.685, d2=0.685 g=0.930
2/2 [==============================] - 0s 13ms/step
>10, 676/693, d1=0.687, d2=0.652 g=1.135
2/2 [==============================] - 0s 9ms/step
>10, 677/693, d1=0.688, d2=0.703 g=1.171
2/2 [==============================] - 0s 10ms/step
>10, 678/693, d1=0.681, d2=0.679 g=1.489
2/2 [==============================] - 0s 11ms/step
>10, 679/693, d1=0.674, d2=0.657 g=1.248
2/2 [==============================] - 0s 11ms/step
>10, 680/693, d1=0.680, d2=0.668 g=1.491
2/2 [==============================] - 0s 10ms/step
>10, 681/693, d1=0.687, d2=0.693 g=1.353
2/2 [==============================] - 0s 12ms/step
>10, 682/693, d1=0.671, d2=0.689 g=1.366
2/2 [==============================] - 0s 11ms/step
>10, 683/693, d1=0.690, d2=0.702 g=1.058
2/2 [==============================] - 0s 11ms/step
>10, 684/693, d1=0.674, d2=0.655 g=1.051
2/2 [==============================] - 0s 10ms/step
>10, 685/693, d1=0.700, d2=0.679 g=1.168
2/2 [==============================] - 0s 11ms/step
>10, 686/693, d1=0.667, d2=0.673 g=1.508
2/2 [==============================] - 0s 10ms/step
>10, 687/693, d1=0.679, d2=0.694 g=1.168
2/2 [==============================] - 0s 11ms/step
>10, 688/693, d1=0.686, d2=0.638 g=1.716
2/2 [==============================] - 0s 10ms/step
>10, 689/693, d1=0.687, d2=0.688 g=0.808
2/2 [==============================] - 0s 12ms/step
>10, 690/693, d1=0.678, d2=0.684 g=2.071
2/2 [==============================] - 0s 10ms/step
>10, 691/693, d1=0.682, d2=0.648 g=1.134
2/2 [==============================] - 0s 11ms/step
>10, 692/693, d1=0.691, d2=0.680 g=1.043
2/2 [==============================] - 0s 11ms/step
>10, 693/693, d1=0.683, d2=0.683 g=1.273
5/5 [==============================] - 0s 35ms/step
>Accuracy real: 50%, fake: 55%
WARNING:tensorflow:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.

Hypertuned CGAN¶

In [38]:
from numpy import expand_dims, zeros, ones, vstack
from numpy.random import randn, randint
from keras.optimizers import Adam
from keras.models import Model
from keras.layers import Dense, Reshape, Flatten, Conv2D, Conv2DTranspose, LeakyReLU, Dropout, Embedding, Concatenate, Input
from matplotlib import pyplot
import numpy as np

# define the standalone discriminator model
def define_discriminator(in_shape=(28, 28, 1), n_classes=26):
    # label input
    in_label = Input(shape=(1,))
    # embedding for categorical input
    li = Embedding(n_classes, 50)(in_label)
    # scale up to image dimensions with linear layer
    n_nodes = in_shape[0] * in_shape[1]
    li = Dense(n_nodes)(li)
    # reshape to additional channel
    li = Reshape((in_shape[0], in_shape[1], 1))(li)
    # image input
    in_image = Input(shape=in_shape)
    # concatenate label as a channel
    merge = Concatenate()([in_image, li])
    # downsample
    fe = Conv2D(64, (3,3), strides=(2,2), padding='same')(merge)
    fe = LeakyReLU(alpha=0.2)(fe)
    # downsample
    fe = Conv2D(64, (3,3), strides=(2,2), padding='same')(fe)
    fe = LeakyReLU(alpha=0.2)(fe)
    # downsample
    fe = Conv2D(128, (3,3), strides=(2,2), padding='same')(fe)
    fe = LeakyReLU(alpha=0.2)(fe)
    # downsample
    fe = Conv2D(128, (3,3), strides=(2,2), padding='same')(fe)
    fe = LeakyReLU(alpha=0.2)(fe)
    # flatten feature maps
    fe = Flatten()(fe)
    # dropout
    fe = Dropout(0.4)(fe)
    # output
    out_layer = Dense(1, activation='sigmoid')(fe)
    # define model
    model = Model([in_image, in_label], out_layer)
    # compile model
    opt = Adam(lr=0.0002, beta_1=0.5)
    model.compile(loss='binary_crossentropy', optimizer=opt, metrics=['accuracy'])
    return model

# define the standalone generator model
def define_generator(latent_dim, n_classes=26):
    # label input
    in_label = Input(shape=(1,))
    # embedding for categorical input
    li = Embedding(n_classes, 50)(in_label)
    # linear multiplication
    n_nodes = 7 * 7
    li = Dense(n_nodes)(li)
    # reshape to additional channel
    li = Reshape((7, 7, 1))(li)
    # image generator input
    in_lat = Input(shape=(latent_dim,))
    # foundation for 7x7 image
    n_nodes = 256 * 7 * 7
    gen = Dense(n_nodes)(in_lat)
    gen = LeakyReLU(alpha=0.2)(gen)
    gen = Reshape((7, 7, 256))(gen)
    # merge image gen and label input
    merge = Concatenate()([gen, li])
    # upsample to 14x14
    gen = Conv2DTranspose(128, (4,4), strides=(2,2), padding='same')(merge)
    gen = LeakyReLU(alpha=0.2)(gen)
    # upsample to 28x28
    gen = Conv2DTranspose(128, (4,4), strides=(2,2), padding='same')(gen)
    gen = LeakyReLU(alpha=0.2)(gen)
    # output layer
    out_layer = Conv2D(1, (7,7), activation='tanh', padding='same')(gen)
    # define model
    model = Model([in_lat, in_label], out_layer)
    return model

# define the combined generator and discriminator model, for updating the generator
def define_gan(g_model, d_model):
    # make weights in the discriminator not trainable
    d_model.trainable = False
    # get noise and label inputs from generator model
    gen_noise, gen_label = g_model.input
    # get image output from the generator model
    gen_output = g_model.output
    # connect image output and label input from generator as inputs to discriminator
    gan_output = d_model([gen_output, gen_label])
    # define gan model as taking noise and label and outputting a classification
    model = Model([gen_noise, gen_label], gan_output)
    # compile model
    opt = Adam(lr=0.0002, beta_1=0.5)
    model.compile(loss='binary_crossentropy', optimizer=opt)
    return model

def load_real_samples():
    # Assuming withoutBlankArr is a numpy array of shape (num_samples, 28, 28)
    X = (withoutBlankArr - 127.5) / 127.5
    X = np.expand_dims(X, axis=-1)  # Expand to (num_samples, 28, 28, 1)
    y = labelsArr  # Load your labels
    return X.astype('float32'), y.astype('int')

# select real samples
def generate_real_samples(dataset, labels, n_samples):
    # choose random instances
    ix = randint(0, dataset.shape[0], n_samples)
    # retrieve selected images and labels
    X, labels = dataset[ix], labels[ix]
    # generate 'real' class labels (1)
    y = ones((n_samples, 1))
    return [X, labels], y

# generate points in latent space as input for the generator
def generate_latent_points(latent_dim, n_samples, n_classes=26):
    # generate points in the latent space
    x_input = randn(latent_dim * n_samples)
    # reshape into a batch of inputs for the network
    z_input = x_input.reshape(n_samples, latent_dim)
    # generate labels
    labels = randint(0, n_classes, n_samples)
    return [z_input, labels]

# use the generator to generate n fake examples, with class labels
def generate_fake_samples(g_model, latent_dim, n_samples, n_classes=26):
    # generate points in latent space
    z_input, labels = generate_latent_points(latent_dim, n_samples, n_classes)
    # predict outputs
    images = g_model.predict([z_input, labels])
    # create 'fake' class labels (0)
    y = zeros((n_samples, 1))
    return [images, labels], y

# create and save a plot of generated images
def save_plot(examples, epoch, n=7):
    # scale from [-1,1] to [0,1]
    examples = (examples + 1) / 2.0
    # plot images
    for i in range(n * n):
        # define subplot
        pyplot.subplot(n, n, 1 + i)
        # turn off axis
        pyplot.axis('off')
        # plot raw pixel data
        pyplot.imshow(examples[i, :, :, 0], cmap='gray')
    # save plot to file
    filename = 'generated_plot_e%03d.png' % (epoch+1)
    pyplot.savefig(filename)
    pyplot.close()

def calculate_ssim(real_images, generated_images):
    ssim_scores = []
    # Ensure both arrays have the same number of images
    num_images = min(len(real_images), len(generated_images))
    for i in range(num_images):
        score, _ = ssim(real_images[i].reshape(28, 28), generated_images[i].reshape(28, 28), full=True, data_range=real_images[i].max() - real_images[i].min())
        ssim_scores.append(score)
    return np.mean(ssim_scores) if ssim_scores else 0

# evaluate the discriminator, plot generated images, save generator model
def summarize_performance(epoch, g_model, d_model, dataset, labels, latent_dim, n_samples=150):
    # prepare real samples
    [X_real, labels_real], y_real = generate_real_samples(dataset, labels, n_samples)
    # evaluate discriminator on real examples
    _, acc_real = d_model.evaluate([X_real, labels_real], y_real, verbose=0)
    # prepare fake examples
    [x_fake, labels_fake], y_fake = generate_fake_samples(g_model, latent_dim, n_samples)
    # evaluate discriminator on fake examples
    _, acc_fake = d_model.evaluate([x_fake, labels_fake], y_fake, verbose=0)
    # summarize discriminator performance
    print('>Accuracy real: %.0f%%, fake: %.0f%%' % (acc_real*100, acc_fake*100))
    # save plot
    save_plot(x_fake, epoch)
    # save the generator model tile file
    filename = 'hypertuned_CGAN_%03d.h5' % (epoch+1)
    g_model.save(filename)

# train the generator and discriminator
def train(g_model, d_model, gan_model, dataset, labels, latent_dim, n_epochs=101, n_batch=128):
    bat_per_epo = int(dataset.shape[0] / n_batch)
    half_batch = int(n_batch / 2)
    
    # to store losses
    d_loss1_list, d_loss2_list, g_loss_list = [], [], []
    ssim_list = []

    # manually enumerate epochs
    for i in range(n_epochs):
        # enumerate batches over the training set
        for j in range(bat_per_epo):
            # get randomly selected 'real' samples
            [X_real, labels_real], y_real = generate_real_samples(dataset, labels, half_batch)
            # update discriminator model weights
            d_loss1, _ = d_model.train_on_batch([X_real, labels_real], y_real)
            # generate 'fake' examples
            [X_fake, labels_fake], y_fake = generate_fake_samples(g_model, latent_dim, half_batch)
            # update discriminator model weights
            d_loss2, _ = d_model.train_on_batch([X_fake, labels_fake], y_fake)
            # prepare points in latent space as input for the generator
            [X_gan, labels_gan] = generate_latent_points(latent_dim, n_batch)
            # create inverted labels for the fake samples
            y_gan = ones((n_batch, 1))
            # update the generator via the discriminator's error
            g_loss = gan_model.train_on_batch([X_gan, labels_gan], y_gan)
            
            # record losses
            d_loss1_list.append(d_loss1)
            d_loss2_list.append(d_loss2)
            g_loss_list.append(g_loss)
            
            # summarize loss on this batch
            print('>%d, %d/%d, d1=%.3f, d2=%.3f g=%.3f' %
                (i+1, j+1, bat_per_epo, d_loss1, d_loss2, g_loss))
            
            # Calculate SSIM for generated images
            X_fake = (X_fake + 1) / 2.0  # Rescale to [0,1]
            ssim_scores = calculate_ssim(dataset, X_fake)
            ssim_list.append(ssim_scores)
                
        # evaluate the model performance, sometimes
        if (i+1) % 10 == 0:
            summarize_performance(i, g_model, d_model, dataset, labels, latent_dim)
    
    # plot loss
    plt.figure(figsize=(10, 5))
    plt.plot(d_loss1_list, label='d_loss_real')
    plt.plot(d_loss2_list, label='d_loss_fake')
    plt.plot(g_loss_list, label='g_loss')
    plt.xlabel('Batch')
    plt.ylabel('Loss')
    plt.legend()
    plt.title('Discriminator and Generator Loss')
    plt.savefig('hypertuned_CGAN_loss_plot.png')
    plt.close()

    # plot SSIM
    plt.figure(figsize=(10, 5))
    plt.plot(ssim_scores, label='SSIM Score')
    plt.xlabel('Epoch')
    plt.ylabel('SSIM')
    plt.legend()
    plt.title('SSIM Score over Epochs')
    plt.savefig('hypertuned_CGAN_ssim_plot.png')
    plt.close()

# size of the latent space
latent_dim = 100
# create the discriminator
d_model = define_discriminator()
# create the generator
g_model = define_generator(latent_dim)
# create the gan
gan_model = define_gan(g_model, d_model)
# load image data
dataset, labels = load_real_samples()
# train model
train(g_model, d_model, gan_model, dataset, labels, latent_dim)

c:\Users\junyi\anaconda3\envs\gpu_env\lib\site-packages\keras\optimizers\optimizer_v2\adam.py:114: UserWarning: The `lr` argument is deprecated, use `learning_rate` instead.
  super().__init__(name, **kwargs)

2/2 [==============================] - 1s 4ms/step
>1, 1/693, d1=0.674, d2=0.695 g=0.692
2/2 [==============================] - 0s 14ms/step
>1, 2/693, d1=0.615, d2=0.697 g=0.689
2/2 [==============================] - 0s 13ms/step
>1, 3/693, d1=0.558, d2=0.708 g=0.679
2/2 [==============================] - 0s 12ms/step
>1, 4/693, d1=0.498, d2=0.732 g=0.657
2/2 [==============================] - 0s 13ms/step
>1, 5/693, d1=0.429, d2=0.773 g=0.621
2/2 [==============================] - 0s 12ms/step
>1, 6/693, d1=0.376, d2=0.845 g=0.578
2/2 [==============================] - 0s 12ms/step
>1, 7/693, d1=0.336, d2=0.926 g=0.538
2/2 [==============================] - 0s 12ms/step
>1, 8/693, d1=0.325, d2=0.989 g=0.521
2/2 [==============================] - 0s 12ms/step
>1, 9/693, d1=0.324, d2=0.978 g=0.530
2/2 [==============================] - 0s 12ms/step
>1, 10/693, d1=0.346, d2=0.961 g=0.560
2/2 [==============================] - 0s 13ms/step
>1, 11/693, d1=0.364, d2=0.889 g=0.610
2/2 [==============================] - 0s 13ms/step
>1, 12/693, d1=0.393, d2=0.804 g=0.657
2/2 [==============================] - 0s 13ms/step
>1, 13/693, d1=0.412, d2=0.750 g=0.726
2/2 [==============================] - 0s 12ms/step
>1, 14/693, d1=0.400, d2=0.671 g=0.818
2/2 [==============================] - 0s 13ms/step
>1, 15/693, d1=0.409, d2=0.600 g=0.899
2/2 [==============================] - 0s 14ms/step
>1, 16/693, d1=0.378, d2=0.523 g=1.016
2/2 [==============================] - 0s 13ms/step
>1, 17/693, d1=0.343, d2=0.451 g=1.168
2/2 [==============================] - 0s 14ms/step
>1, 18/693, d1=0.324, d2=0.363 g=1.345
2/2 [==============================] - 0s 13ms/step
>1, 19/693, d1=0.283, d2=0.307 g=1.565
2/2 [==============================] - 0s 13ms/step
>1, 20/693, d1=0.217, d2=0.238 g=1.830
2/2 [==============================] - 0s 13ms/step
>1, 21/693, d1=0.183, d2=0.185 g=2.021
2/2 [==============================] - 0s 13ms/step
>1, 22/693, d1=0.153, d2=0.143 g=2.301
2/2 [==============================] - 0s 12ms/step
>1, 23/693, d1=0.156, d2=0.126 g=2.507
2/2 [==============================] - 0s 14ms/step
>1, 24/693, d1=0.127, d2=0.090 g=2.741
2/2 [==============================] - 0s 12ms/step
>1, 25/693, d1=0.106, d2=0.074 g=2.847
2/2 [==============================] - 0s 12ms/step
>1, 26/693, d1=0.071, d2=0.063 g=3.053
2/2 [==============================] - 0s 13ms/step
>1, 27/693, d1=0.069, d2=0.057 g=3.224
2/2 [==============================] - 0s 12ms/step
>1, 28/693, d1=0.068, d2=0.041 g=3.362
2/2 [==============================] - 0s 13ms/step
>1, 29/693, d1=0.066, d2=0.045 g=3.471
2/2 [==============================] - 0s 13ms/step
>1, 30/693, d1=0.026, d2=0.031 g=3.650
2/2 [==============================] - 0s 14ms/step
>1, 31/693, d1=0.039, d2=0.030 g=3.745
2/2 [==============================] - 0s 13ms/step
>1, 32/693, d1=0.042, d2=0.027 g=3.811
2/2 [==============================] - 0s 13ms/step
>1, 33/693, d1=0.028, d2=0.025 g=3.953
2/2 [==============================] - 0s 14ms/step
>1, 34/693, d1=0.017, d2=0.022 g=4.140
2/2 [==============================] - 0s 14ms/step
>1, 35/693, d1=0.023, d2=0.019 g=4.217
2/2 [==============================] - 0s 12ms/step
>1, 36/693, d1=0.034, d2=0.020 g=4.268
2/2 [==============================] - 0s 52ms/step
>1, 37/693, d1=0.033, d2=0.016 g=4.289
2/2 [==============================] - 0s 13ms/step
>1, 38/693, d1=0.021, d2=0.016 g=4.363
2/2 [==============================] - 0s 12ms/step
>1, 39/693, d1=0.017, d2=0.013 g=4.467
2/2 [==============================] - 0s 13ms/step
>1, 40/693, d1=0.017, d2=0.013 g=4.479
2/2 [==============================] - 0s 13ms/step
>1, 41/693, d1=0.005, d2=0.011 g=4.654
2/2 [==============================] - 0s 13ms/step
>1, 42/693, d1=0.009, d2=0.011 g=4.747
2/2 [==============================] - 0s 15ms/step
>1, 43/693, d1=0.007, d2=0.010 g=4.824
2/2 [==============================] - 0s 11ms/step
>1, 44/693, d1=0.044, d2=0.015 g=4.717
2/2 [==============================] - 0s 13ms/step
>1, 45/693, d1=0.014, d2=0.010 g=4.808
2/2 [==============================] - 0s 14ms/step
>1, 46/693, d1=0.010, d2=0.010 g=4.915
2/2 [==============================] - 0s 13ms/step
>1, 47/693, d1=0.005, d2=0.007 g=5.066
2/2 [==============================] - 0s 13ms/step
>1, 48/693, d1=0.004, d2=0.007 g=5.157
2/2 [==============================] - 0s 14ms/step
>1, 49/693, d1=0.003, d2=0.006 g=5.295
2/2 [==============================] - 0s 13ms/step
>1, 50/693, d1=0.010, d2=0.006 g=5.263
2/2 [==============================] - 0s 13ms/step
>1, 51/693, d1=0.007, d2=0.006 g=5.412
2/2 [==============================] - 0s 14ms/step
>1, 52/693, d1=0.012, d2=0.006 g=5.346
2/2 [==============================] - 0s 12ms/step
>1, 53/693, d1=0.006, d2=0.005 g=5.388
2/2 [==============================] - 0s 13ms/step
>1, 54/693, d1=0.002, d2=0.004 g=5.551
2/2 [==============================] - 0s 13ms/step
>1, 55/693, d1=0.008, d2=0.004 g=5.544
2/2 [==============================] - 0s 15ms/step
>1, 56/693, d1=0.003, d2=0.004 g=5.651
2/2 [==============================] - 0s 12ms/step
>1, 57/693, d1=0.001, d2=0.004 g=5.736
2/2 [==============================] - 0s 13ms/step
>1, 58/693, d1=0.023, d2=0.007 g=5.559
2/2 [==============================] - 0s 13ms/step
>1, 59/693, d1=0.003, d2=0.005 g=5.745
2/2 [==============================] - 0s 14ms/step
>1, 60/693, d1=0.001, d2=0.004 g=5.829
2/2 [==============================] - 0s 12ms/step
>1, 61/693, d1=0.004, d2=0.004 g=5.940
2/2 [==============================] - 0s 13ms/step
>1, 62/693, d1=0.015, d2=0.004 g=5.637
2/2 [==============================] - 0s 12ms/step
>1, 63/693, d1=0.002, d2=0.005 g=5.866
2/2 [==============================] - 0s 14ms/step
>1, 64/693, d1=0.008, d2=0.004 g=5.904
2/2 [==============================] - 0s 12ms/step
>1, 65/693, d1=0.016, d2=0.007 g=5.600
2/2 [==============================] - 0s 13ms/step
>1, 66/693, d1=0.003, d2=0.004 g=5.760
2/2 [==============================] - 0s 13ms/step
>1, 67/693, d1=0.003, d2=0.004 g=5.942
2/2 [==============================] - 0s 14ms/step
>1, 68/693, d1=0.002, d2=0.003 g=6.048
2/2 [==============================] - 0s 13ms/step
>1, 69/693, d1=0.000, d2=0.002 g=6.167
2/2 [==============================] - 0s 13ms/step
>1, 70/693, d1=0.002, d2=0.003 g=6.239
2/2 [==============================] - 0s 13ms/step
>1, 71/693, d1=0.002, d2=0.003 g=6.249
2/2 [==============================] - 0s 14ms/step
>1, 72/693, d1=0.017, d2=0.004 g=5.798
2/2 [==============================] - 0s 12ms/step
>1, 73/693, d1=0.005, d2=0.005 g=6.029
2/2 [==============================] - 0s 13ms/step
>1, 74/693, d1=0.004, d2=0.003 g=6.077
2/2 [==============================] - 0s 13ms/step
>1, 75/693, d1=0.003, d2=0.002 g=6.116
2/2 [==============================] - 0s 13ms/step
>1, 76/693, d1=0.003, d2=0.003 g=6.237
2/2 [==============================] - 0s 12ms/step
>1, 77/693, d1=0.002, d2=0.002 g=6.298
2/2 [==============================] - 0s 14ms/step
>1, 78/693, d1=0.000, d2=0.002 g=6.474
2/2 [==============================] - 0s 13ms/step
>1, 79/693, d1=0.001, d2=0.002 g=6.619
2/2 [==============================] - 0s 12ms/step
>1, 80/693, d1=0.001, d2=0.002 g=6.557
2/2 [==============================] - 0s 13ms/step
>1, 81/693, d1=0.002, d2=0.002 g=6.715
2/2 [==============================] - 0s 13ms/step
>1, 82/693, d1=0.011, d2=0.003 g=6.116
2/2 [==============================] - 0s 13ms/step
>1, 83/693, d1=0.001, d2=0.003 g=6.465
2/2 [==============================] - 0s 12ms/step
>1, 84/693, d1=0.001, d2=0.002 g=6.661
2/2 [==============================] - 0s 12ms/step
>1, 85/693, d1=0.002, d2=0.002 g=6.712
2/2 [==============================] - 0s 13ms/step
>1, 86/693, d1=0.002, d2=0.002 g=6.679
2/2 [==============================] - 0s 12ms/step
>1, 87/693, d1=0.015, d2=0.003 g=6.061
2/2 [==============================] - 0s 13ms/step
>1, 88/693, d1=0.000, d2=0.003 g=6.324
2/2 [==============================] - 0s 15ms/step
>1, 89/693, d1=0.000, d2=0.002 g=6.641
2/2 [==============================] - 0s 13ms/step
>1, 90/693, d1=0.006, d2=0.002 g=6.347
2/2 [==============================] - 0s 14ms/step
>1, 91/693, d1=0.001, d2=0.002 g=6.500
2/2 [==============================] - 0s 13ms/step
>1, 92/693, d1=0.000, d2=0.002 g=6.680
2/2 [==============================] - 0s 14ms/step
>1, 93/693, d1=0.001, d2=0.001 g=6.771
2/2 [==============================] - 0s 13ms/step
>1, 94/693, d1=0.032, d2=0.005 g=5.825
2/2 [==============================] - 0s 13ms/step
>1, 95/693, d1=0.001, d2=0.002 g=6.284
2/2 [==============================] - 0s 14ms/step
>1, 96/693, d1=0.004, d2=0.003 g=6.234
2/2 [==============================] - 0s 13ms/step
>1, 97/693, d1=0.000, d2=0.003 g=6.513
2/2 [==============================] - 0s 13ms/step
>1, 98/693, d1=0.001, d2=0.002 g=6.654
2/2 [==============================] - 0s 13ms/step
>1, 99/693, d1=0.001, d2=0.002 g=6.718
2/2 [==============================] - 0s 12ms/step
>1, 100/693, d1=0.001, d2=0.002 g=6.872
2/2 [==============================] - 0s 12ms/step
>1, 101/693, d1=0.001, d2=0.001 g=6.994
2/2 [==============================] - 0s 13ms/step
>1, 102/693, d1=0.000, d2=0.001 g=7.023
2/2 [==============================] - 0s 14ms/step
>1, 103/693, d1=0.006, d2=0.001 g=6.754
2/2 [==============================] - 0s 13ms/step
>1, 104/693, d1=0.000, d2=0.002 g=6.832
2/2 [==============================] - 0s 13ms/step
>1, 105/693, d1=0.001, d2=0.001 g=6.914
2/2 [==============================] - 0s 12ms/step
>1, 106/693, d1=0.001, d2=0.001 g=7.076
2/2 [==============================] - 0s 14ms/step
>1, 107/693, d1=0.000, d2=0.001 g=7.043
2/2 [==============================] - 0s 13ms/step
>1, 108/693, d1=0.002, d2=0.001 g=7.057
2/2 [==============================] - 0s 13ms/step
>1, 109/693, d1=0.000, d2=0.001 g=7.067
2/2 [==============================] - 0s 14ms/step
>1, 110/693, d1=0.000, d2=0.001 g=7.201
2/2 [==============================] - 0s 13ms/step
>1, 111/693, d1=0.001, d2=0.001 g=7.235
2/2 [==============================] - 0s 13ms/step
>1, 112/693, d1=0.002, d2=0.001 g=7.128
2/2 [==============================] - 0s 13ms/step
>1, 113/693, d1=0.022, d2=0.004 g=5.905
2/2 [==============================] - 0s 15ms/step
>1, 114/693, d1=0.002, d2=0.003 g=6.569
2/2 [==============================] - 0s 14ms/step
>1, 115/693, d1=0.000, d2=0.001 g=7.126
2/2 [==============================] - 0s 13ms/step
>1, 116/693, d1=0.000, d2=0.001 g=7.119
2/2 [==============================] - 0s 12ms/step
>1, 117/693, d1=0.000, d2=0.001 g=7.322
2/2 [==============================] - 0s 14ms/step
>1, 118/693, d1=0.003, d2=0.001 g=7.202
2/2 [==============================] - 0s 13ms/step
>1, 119/693, d1=0.000, d2=0.001 g=7.308
2/2 [==============================] - 0s 12ms/step
>1, 120/693, d1=0.000, d2=0.001 g=7.276
2/2 [==============================] - 0s 12ms/step
>1, 121/693, d1=0.000, d2=0.001 g=7.434
2/2 [==============================] - 0s 12ms/step
>1, 122/693, d1=0.005, d2=0.001 g=6.978
2/2 [==============================] - 0s 12ms/step
>1, 123/693, d1=0.001, d2=0.001 g=7.000
2/2 [==============================] - 0s 12ms/step
>1, 124/693, d1=0.000, d2=0.001 g=7.356
2/2 [==============================] - 0s 12ms/step
>1, 125/693, d1=0.000, d2=0.001 g=7.284
2/2 [==============================] - 0s 13ms/step
>1, 126/693, d1=0.000, d2=0.001 g=7.557
2/2 [==============================] - 0s 13ms/step
>1, 127/693, d1=0.000, d2=0.001 g=7.496
2/2 [==============================] - 0s 14ms/step
>1, 128/693, d1=0.000, d2=0.001 g=7.545
2/2 [==============================] - 0s 13ms/step
>1, 129/693, d1=0.000, d2=0.001 g=7.580
2/2 [==============================] - 0s 12ms/step
>1, 130/693, d1=0.000, d2=0.001 g=7.592
2/2 [==============================] - 0s 13ms/step
>1, 131/693, d1=0.000, d2=0.001 g=7.706
2/2 [==============================] - 0s 12ms/step
>1, 132/693, d1=0.000, d2=0.001 g=7.715
2/2 [==============================] - 0s 14ms/step
>1, 133/693, d1=0.000, d2=0.001 g=7.787
2/2 [==============================] - 0s 13ms/step
>1, 134/693, d1=0.010, d2=0.001 g=6.803
2/2 [==============================] - 0s 13ms/step
>1, 135/693, d1=0.001, d2=0.002 g=6.936
2/2 [==============================] - 0s 12ms/step
>1, 136/693, d1=0.000, d2=0.001 g=7.336
2/2 [==============================] - 0s 13ms/step
>1, 137/693, d1=0.001, d2=0.001 g=7.446
2/2 [==============================] - 0s 11ms/step
>1, 138/693, d1=0.000, d2=0.001 g=7.705
2/2 [==============================] - 0s 13ms/step
>1, 139/693, d1=0.000, d2=0.000 g=7.769
2/2 [==============================] - 0s 12ms/step
>1, 140/693, d1=0.000, d2=0.001 g=7.816
2/2 [==============================] - 0s 13ms/step
>1, 141/693, d1=0.000, d2=0.001 g=7.741
2/2 [==============================] - 0s 12ms/step
>1, 142/693, d1=0.000, d2=0.000 g=7.937
2/2 [==============================] - 0s 14ms/step
>1, 143/693, d1=0.000, d2=0.000 g=8.043
2/2 [==============================] - 0s 13ms/step
>1, 144/693, d1=0.000, d2=0.000 g=8.109
2/2 [==============================] - 0s 12ms/step
>1, 145/693, d1=0.001, d2=0.001 g=8.039
2/2 [==============================] - 0s 14ms/step
>1, 146/693, d1=0.000, d2=0.000 g=8.084
2/2 [==============================] - 0s 14ms/step
>1, 147/693, d1=0.001, d2=0.000 g=7.984
2/2 [==============================] - 0s 12ms/step
>1, 148/693, d1=0.011, d2=0.002 g=6.660
2/2 [==============================] - 0s 14ms/step
>1, 149/693, d1=0.000, d2=0.002 g=7.221
2/2 [==============================] - 0s 13ms/step
>1, 150/693, d1=0.001, d2=0.001 g=7.439
2/2 [==============================] - 0s 14ms/step
>1, 151/693, d1=0.000, d2=0.001 g=7.554
2/2 [==============================] - 0s 14ms/step
>1, 152/693, d1=0.000, d2=0.001 g=7.745
2/2 [==============================] - 0s 13ms/step
>1, 153/693, d1=0.029, d2=0.011 g=6.946
2/2 [==============================] - 0s 14ms/step
>1, 154/693, d1=0.000, d2=0.001 g=7.704
2/2 [==============================] - 0s 13ms/step
>1, 155/693, d1=0.000, d2=0.001 g=7.771
2/2 [==============================] - 0s 13ms/step
>1, 156/693, d1=0.000, d2=0.000 g=7.903
2/2 [==============================] - 0s 11ms/step
>1, 157/693, d1=0.010, d2=0.001 g=6.978
2/2 [==============================] - 0s 13ms/step
>1, 158/693, d1=0.000, d2=0.001 g=6.848
2/2 [==============================] - 0s 14ms/step
>1, 159/693, d1=0.000, d2=0.001 g=7.008
2/2 [==============================] - 0s 12ms/step
>1, 160/693, d1=0.000, d2=0.001 g=7.313
2/2 [==============================] - 0s 13ms/step
>1, 161/693, d1=0.000, d2=0.001 g=7.345
2/2 [==============================] - 0s 13ms/step
>1, 162/693, d1=0.001, d2=0.001 g=7.519
2/2 [==============================] - 0s 12ms/step
>1, 163/693, d1=0.000, d2=0.001 g=7.572
2/2 [==============================] - 0s 12ms/step
>1, 164/693, d1=0.000, d2=0.001 g=7.633
2/2 [==============================] - 0s 13ms/step
>1, 165/693, d1=0.000, d2=0.001 g=7.787
2/2 [==============================] - 0s 13ms/step
>1, 166/693, d1=0.030, d2=0.002 g=5.470
2/2 [==============================] - 0s 12ms/step
>1, 167/693, d1=0.000, d2=0.008 g=6.530
2/2 [==============================] - 0s 12ms/step
>1, 168/693, d1=0.000, d2=0.001 g=7.535
2/2 [==============================] - 0s 14ms/step
>1, 169/693, d1=0.000, d2=0.001 g=7.710
2/2 [==============================] - 0s 12ms/step
>1, 170/693, d1=0.001, d2=0.000 g=7.840
2/2 [==============================] - 0s 13ms/step
>1, 171/693, d1=0.000, d2=0.000 g=7.925
2/2 [==============================] - 0s 12ms/step
>1, 172/693, d1=0.000, d2=0.000 g=7.911
2/2 [==============================] - 0s 12ms/step
>1, 173/693, d1=0.001, d2=0.000 g=7.926
2/2 [==============================] - 0s 13ms/step
>1, 174/693, d1=0.000, d2=0.000 g=7.993
2/2 [==============================] - 0s 13ms/step
>1, 175/693, d1=0.000, d2=0.000 g=8.113
2/2 [==============================] - 0s 14ms/step
>1, 176/693, d1=0.000, d2=0.000 g=8.139
2/2 [==============================] - 0s 13ms/step
>1, 177/693, d1=0.001, d2=0.000 g=8.087
2/2 [==============================] - 0s 12ms/step
>1, 178/693, d1=0.000, d2=0.000 g=8.167
2/2 [==============================] - 0s 13ms/step
>1, 179/693, d1=0.000, d2=0.000 g=8.180
2/2 [==============================] - 0s 13ms/step
>1, 180/693, d1=0.000, d2=0.000 g=8.180
2/2 [==============================] - 0s 14ms/step
>1, 181/693, d1=0.001, d2=0.000 g=8.144
2/2 [==============================] - 0s 15ms/step
>1, 182/693, d1=0.000, d2=0.000 g=8.140
2/2 [==============================] - 0s 12ms/step
>1, 183/693, d1=0.000, d2=0.000 g=8.177
2/2 [==============================] - 0s 12ms/step
>1, 184/693, d1=0.000, d2=0.000 g=8.118
2/2 [==============================] - 0s 11ms/step
>1, 185/693, d1=0.000, d2=0.000 g=8.232
2/2 [==============================] - 0s 13ms/step
>1, 186/693, d1=0.002, d2=0.000 g=8.050
2/2 [==============================] - 0s 12ms/step
>1, 187/693, d1=0.000, d2=0.000 g=8.008
2/2 [==============================] - 0s 10ms/step
>1, 188/693, d1=0.000, d2=0.000 g=8.100
2/2 [==============================] - 0s 13ms/step
>1, 189/693, d1=0.000, d2=0.000 g=8.136
2/2 [==============================] - 0s 13ms/step
>1, 190/693, d1=0.000, d2=0.000 g=8.229
2/2 [==============================] - 0s 14ms/step
>1, 191/693, d1=0.002, d2=0.000 g=8.018
2/2 [==============================] - 0s 12ms/step
>1, 192/693, d1=0.000, d2=0.000 g=7.872
2/2 [==============================] - 0s 13ms/step
>1, 193/693, d1=0.000, d2=0.000 g=8.046
2/2 [==============================] - 0s 13ms/step
>1, 194/693, d1=0.000, d2=0.000 g=8.204
2/2 [==============================] - 0s 13ms/step
>1, 195/693, d1=0.019, d2=0.002 g=5.833
2/2 [==============================] - 0s 12ms/step
>1, 196/693, d1=0.000, d2=0.005 g=6.903
2/2 [==============================] - 0s 13ms/step
>1, 197/693, d1=0.000, d2=0.001 g=7.644
2/2 [==============================] - 0s 11ms/step
>1, 198/693, d1=0.001, d2=0.001 g=7.701
2/2 [==============================] - 0s 12ms/step
>1, 199/693, d1=0.000, d2=0.000 g=7.870
2/2 [==============================] - 0s 14ms/step
>1, 200/693, d1=0.001, d2=0.001 g=7.892
2/2 [==============================] - 0s 13ms/step
>1, 201/693, d1=0.000, d2=0.000 g=7.994
2/2 [==============================] - 0s 13ms/step
>1, 202/693, d1=0.000, d2=0.000 g=8.115
2/2 [==============================] - 0s 13ms/step
>1, 203/693, d1=0.000, d2=0.000 g=8.173
2/2 [==============================] - 0s 13ms/step
>1, 204/693, d1=0.000, d2=0.000 g=8.232
2/2 [==============================] - 0s 14ms/step
>1, 205/693, d1=0.005, d2=0.000 g=7.697
2/2 [==============================] - 0s 12ms/step
>1, 206/693, d1=0.000, d2=0.001 g=7.772
2/2 [==============================] - 0s 13ms/step
>1, 207/693, d1=0.000, d2=0.001 g=7.826
2/2 [==============================] - 0s 12ms/step
>1, 208/693, d1=0.000, d2=0.000 g=7.996
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
>1, 218/693, d1=0.007, d2=0.001 g=7.318
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
>1, 220/693, d1=0.000, d2=0.001 g=7.668
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
>1, 234/693, d1=0.000, d2=0.000 g=8.563
2/2 [==============================] - 0s 13ms/step
>1, 235/693, d1=0.000, d2=0.000 g=8.634
2/2 [==============================] - 0s 13ms/step
>1, 236/693, d1=0.000, d2=0.000 g=8.734
2/2 [==============================] - 0s 13ms/step
>1, 237/693, d1=0.000, d2=0.000 g=8.670
2/2 [==============================] - 0s 13ms/step
>1, 238/693, d1=0.000, d2=0.000 g=8.859
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
>1, 240/693, d1=0.000, d2=0.000 g=8.374
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2/2 [==============================] - 0s 14ms/step
>1, 242/693, d1=0.000, d2=0.000 g=8.511
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>1, 244/693, d1=0.000, d2=0.000 g=8.680
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
>1, 247/693, d1=0.000, d2=0.000 g=8.809
2/2 [==============================] - 0s 13ms/step
>1, 248/693, d1=0.000, d2=0.000 g=8.922
2/2 [==============================] - 0s 13ms/step
>1, 249/693, d1=0.000, d2=0.000 g=8.865
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
>1, 254/693, d1=0.000, d2=0.000 g=8.958
2/2 [==============================] - 0s 14ms/step
>1, 255/693, d1=0.000, d2=0.000 g=9.012
2/2 [==============================] - 0s 14ms/step
>1, 256/693, d1=0.004, d2=0.000 g=7.781
2/2 [==============================] - 0s 13ms/step
>1, 257/693, d1=0.000, d2=0.001 g=7.807
2/2 [==============================] - 0s 12ms/step
>1, 258/693, d1=0.001, d2=0.001 g=8.163
2/2 [==============================] - 0s 12ms/step
>1, 259/693, d1=0.000, d2=0.000 g=8.520
2/2 [==============================] - 0s 13ms/step
>1, 260/693, d1=0.000, d2=0.000 g=8.710
2/2 [==============================] - 0s 13ms/step
>1, 261/693, d1=0.000, d2=0.000 g=8.727
2/2 [==============================] - 0s 13ms/step
>1, 262/693, d1=0.000, d2=0.000 g=8.816
2/2 [==============================] - 0s 12ms/step
>1, 263/693, d1=0.000, d2=0.000 g=8.860
2/2 [==============================] - 0s 14ms/step
>1, 264/693, d1=0.003, d2=0.000 g=7.730
2/2 [==============================] - 0s 12ms/step
>1, 265/693, d1=0.000, d2=0.001 g=8.146
2/2 [==============================] - 0s 13ms/step
>1, 266/693, d1=0.000, d2=0.000 g=8.620
2/2 [==============================] - 0s 14ms/step
>1, 267/693, d1=0.000, d2=0.000 g=8.736
2/2 [==============================] - 0s 14ms/step
>1, 268/693, d1=0.000, d2=0.000 g=8.817
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
>1, 270/693, d1=0.000, d2=0.000 g=9.003
2/2 [==============================] - 0s 13ms/step
>1, 271/693, d1=0.000, d2=0.000 g=9.075
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
>1, 273/693, d1=0.000, d2=0.000 g=9.047
2/2 [==============================] - 0s 12ms/step
>1, 274/693, d1=0.000, d2=0.000 g=9.149
2/2 [==============================] - 0s 13ms/step
>1, 275/693, d1=0.000, d2=0.000 g=9.278
2/2 [==============================] - 0s 13ms/step
>1, 276/693, d1=0.001, d2=0.000 g=8.966
2/2 [==============================] - 0s 13ms/step
>1, 277/693, d1=0.000, d2=0.000 g=8.978
2/2 [==============================] - 0s 11ms/step
>1, 278/693, d1=0.000, d2=0.000 g=9.121
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
>1, 280/693, d1=0.000, d2=0.000 g=9.242
2/2 [==============================] - 0s 12ms/step
>1, 281/693, d1=0.000, d2=0.000 g=9.108
2/2 [==============================] - 0s 14ms/step
>1, 282/693, d1=0.002, d2=0.000 g=8.735
2/2 [==============================] - 0s 13ms/step
>1, 283/693, d1=0.000, d2=0.000 g=8.637
2/2 [==============================] - 0s 13ms/step
>1, 284/693, d1=0.000, d2=0.000 g=8.906
2/2 [==============================] - 0s 12ms/step
>1, 285/693, d1=0.000, d2=0.000 g=9.023
2/2 [==============================] - 0s 13ms/step
>1, 286/693, d1=0.000, d2=0.000 g=8.939
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
>1, 288/693, d1=0.000, d2=0.000 g=9.169
2/2 [==============================] - 0s 15ms/step
>1, 289/693, d1=0.000, d2=0.000 g=9.243
2/2 [==============================] - 0s 14ms/step
>1, 290/693, d1=0.000, d2=0.000 g=9.256
2/2 [==============================] - 0s 12ms/step
>1, 291/693, d1=0.000, d2=0.000 g=9.292
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
>1, 294/693, d1=0.000, d2=0.000 g=9.448
2/2 [==============================] - 0s 14ms/step
>1, 295/693, d1=0.000, d2=0.000 g=9.327
2/2 [==============================] - 0s 11ms/step
>1, 296/693, d1=0.000, d2=0.000 g=9.354
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
>1, 298/693, d1=0.000, d2=0.000 g=9.539
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>1, 300/693, d1=0.000, d2=0.000 g=9.522
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
>1, 302/693, d1=0.000, d2=0.000 g=9.403
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
>1, 304/693, d1=0.000, d2=0.000 g=9.507
2/2 [==============================] - 0s 14ms/step
>1, 305/693, d1=0.000, d2=0.000 g=9.570
2/2 [==============================] - 0s 13ms/step
>1, 306/693, d1=0.000, d2=0.000 g=9.658
2/2 [==============================] - 0s 13ms/step
>1, 307/693, d1=0.001, d2=0.000 g=9.182
2/2 [==============================] - 0s 12ms/step
>1, 308/693, d1=0.000, d2=0.000 g=9.130
2/2 [==============================] - 0s 15ms/step
>1, 309/693, d1=0.000, d2=0.000 g=9.208
2/2 [==============================] - 0s 13ms/step
>1, 310/693, d1=0.000, d2=0.000 g=9.265
2/2 [==============================] - 0s 13ms/step
>1, 311/693, d1=0.000, d2=0.000 g=9.279
2/2 [==============================] - 0s 13ms/step
>1, 312/693, d1=0.000, d2=0.000 g=9.338
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
>1, 314/693, d1=0.000, d2=0.000 g=9.414
2/2 [==============================] - 0s 14ms/step
>1, 315/693, d1=0.000, d2=0.000 g=9.420
2/2 [==============================] - 0s 13ms/step
>1, 316/693, d1=0.000, d2=0.000 g=9.570
2/2 [==============================] - 0s 12ms/step
>1, 317/693, d1=0.000, d2=0.000 g=9.606
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
>1, 320/693, d1=0.000, d2=0.000 g=9.466
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
>1, 323/693, d1=0.000, d2=0.000 g=9.603
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
>1, 335/693, d1=0.000, d2=0.000 g=9.771
2/2 [==============================] - 0s 14ms/step
>1, 336/693, d1=0.000, d2=0.000 g=9.690
2/2 [==============================] - 0s 13ms/step
>1, 337/693, d1=0.000, d2=0.000 g=9.580
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
>1, 350/693, d1=0.000, d2=0.000 g=9.609
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
>1, 353/693, d1=0.000, d2=0.000 g=9.745
2/2 [==============================] - 0s 13ms/step
>1, 354/693, d1=0.000, d2=0.000 g=9.914
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>1, 357/693, d1=0.000, d2=0.000 g=9.773
2/2 [==============================] - 0s 13ms/step
>1, 358/693, d1=0.000, d2=0.000 g=9.897
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
>1, 362/693, d1=0.000, d2=0.000 g=9.890
2/2 [==============================] - 0s 13ms/step
>1, 363/693, d1=0.004, d2=0.001 g=7.035
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
>1, 371/693, d1=0.000, d2=0.000 g=9.735
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
>1, 379/693, d1=0.000, d2=0.000 g=9.294
2/2 [==============================] - 0s 13ms/step
>1, 380/693, d1=0.000, d2=0.000 g=9.305
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
>1, 393/693, d1=0.000, d2=0.000 g=9.770
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
>1, 427/693, d1=0.000, d2=0.000 g=10.079
2/2 [==============================] - 0s 14ms/step
>1, 428/693, d1=0.000, d2=0.000 g=10.178
2/2 [==============================] - 0s 13ms/step
>1, 429/693, d1=0.000, d2=0.000 g=10.373
2/2 [==============================] - 0s 12ms/step
>1, 430/693, d1=0.000, d2=0.000 g=10.241
2/2 [==============================] - 0s 13ms/step
>1, 431/693, d1=0.000, d2=0.000 g=10.240
2/2 [==============================] - 0s 14ms/step
>1, 432/693, d1=0.000, d2=0.000 g=10.158
2/2 [==============================] - 0s 13ms/step
>1, 433/693, d1=0.000, d2=0.000 g=10.264
2/2 [==============================] - 0s 12ms/step
>1, 434/693, d1=0.000, d2=0.000 g=10.251
2/2 [==============================] - 0s 12ms/step
>1, 435/693, d1=0.000, d2=0.000 g=10.399
2/2 [==============================] - 0s 13ms/step
>1, 436/693, d1=0.000, d2=0.000 g=10.138
2/2 [==============================] - 0s 12ms/step
>1, 437/693, d1=0.000, d2=0.000 g=10.312
2/2 [==============================] - 0s 13ms/step
>1, 438/693, d1=0.000, d2=0.000 g=10.279
2/2 [==============================] - 0s 14ms/step
>1, 439/693, d1=0.000, d2=0.000 g=10.356
2/2 [==============================] - 0s 14ms/step
>1, 440/693, d1=0.000, d2=0.000 g=10.316
2/2 [==============================] - 0s 13ms/step
>1, 441/693, d1=0.000, d2=0.000 g=10.326
2/2 [==============================] - 0s 11ms/step
>1, 442/693, d1=0.000, d2=0.000 g=10.281
2/2 [==============================] - 0s 12ms/step
>1, 443/693, d1=0.000, d2=0.000 g=10.402
2/2 [==============================] - 0s 13ms/step
>1, 444/693, d1=0.000, d2=0.000 g=10.504
2/2 [==============================] - 0s 12ms/step
>1, 445/693, d1=0.000, d2=0.000 g=10.474
2/2 [==============================] - 0s 12ms/step
>1, 446/693, d1=0.000, d2=0.000 g=10.634
2/2 [==============================] - 0s 13ms/step
>1, 447/693, d1=0.000, d2=0.000 g=10.460
2/2 [==============================] - 0s 12ms/step
>1, 448/693, d1=0.000, d2=0.000 g=10.560
2/2 [==============================] - 0s 13ms/step
>1, 449/693, d1=0.000, d2=0.000 g=10.550
2/2 [==============================] - 0s 14ms/step
>1, 450/693, d1=0.000, d2=0.000 g=10.511
2/2 [==============================] - 0s 13ms/step
>1, 451/693, d1=0.000, d2=0.000 g=10.293
2/2 [==============================] - 0s 13ms/step
>1, 452/693, d1=0.000, d2=0.000 g=10.412
2/2 [==============================] - 0s 13ms/step
>1, 453/693, d1=0.000, d2=0.000 g=10.468
2/2 [==============================] - 0s 13ms/step
>1, 454/693, d1=0.000, d2=0.000 g=10.548
2/2 [==============================] - 0s 13ms/step
>1, 455/693, d1=0.000, d2=0.000 g=10.518
2/2 [==============================] - 0s 14ms/step
>1, 456/693, d1=0.000, d2=0.000 g=10.652
2/2 [==============================] - 0s 12ms/step
>1, 457/693, d1=0.000, d2=0.000 g=10.395
2/2 [==============================] - 0s 13ms/step
>1, 458/693, d1=0.000, d2=0.000 g=10.643
2/2 [==============================] - 0s 14ms/step
>1, 459/693, d1=0.000, d2=0.000 g=10.639
2/2 [==============================] - 0s 12ms/step
>1, 460/693, d1=0.000, d2=0.000 g=10.536
2/2 [==============================] - 0s 13ms/step
>1, 461/693, d1=0.000, d2=0.000 g=10.690
2/2 [==============================] - 0s 12ms/step
>1, 462/693, d1=0.000, d2=0.000 g=10.637
2/2 [==============================] - 0s 13ms/step
>1, 463/693, d1=0.000, d2=0.000 g=10.574
2/2 [==============================] - 0s 12ms/step
>1, 464/693, d1=0.000, d2=0.000 g=10.755
2/2 [==============================] - 0s 12ms/step
>1, 465/693, d1=0.000, d2=0.000 g=10.728
2/2 [==============================] - 0s 13ms/step
>1, 466/693, d1=0.000, d2=0.000 g=10.644
2/2 [==============================] - 0s 12ms/step
>1, 467/693, d1=0.000, d2=0.000 g=10.717
2/2 [==============================] - 0s 13ms/step
>1, 468/693, d1=0.000, d2=0.000 g=10.735
2/2 [==============================] - 0s 13ms/step
>1, 469/693, d1=0.000, d2=0.000 g=10.642
2/2 [==============================] - 0s 14ms/step
>1, 470/693, d1=0.000, d2=0.000 g=10.768
2/2 [==============================] - 0s 13ms/step
>1, 471/693, d1=0.000, d2=0.000 g=10.808
2/2 [==============================] - 0s 12ms/step
>1, 472/693, d1=0.000, d2=0.000 g=10.588
2/2 [==============================] - 0s 13ms/step
>1, 473/693, d1=0.000, d2=0.000 g=10.744
2/2 [==============================] - 0s 13ms/step
>1, 474/693, d1=0.000, d2=0.000 g=10.793
2/2 [==============================] - 0s 13ms/step
>1, 475/693, d1=0.000, d2=0.000 g=11.001
2/2 [==============================] - 0s 13ms/step
>1, 476/693, d1=0.000, d2=0.000 g=10.625
2/2 [==============================] - 0s 13ms/step
>1, 477/693, d1=0.000, d2=0.000 g=10.830
2/2 [==============================] - 0s 13ms/step
>1, 478/693, d1=0.024, d2=4.872 g=20.778
2/2 [==============================] - 0s 13ms/step
>1, 479/693, d1=0.982, d2=0.000 g=19.935
2/2 [==============================] - 0s 13ms/step
>1, 480/693, d1=1.404, d2=0.000 g=12.284
2/2 [==============================] - 0s 12ms/step
>1, 481/693, d1=0.310, d2=0.000 g=9.478
2/2 [==============================] - 0s 12ms/step
>1, 482/693, d1=0.206, d2=0.000 g=7.537
2/2 [==============================] - 0s 13ms/step
>1, 483/693, d1=0.056, d2=0.001 g=6.764
2/2 [==============================] - 0s 12ms/step
>1, 484/693, d1=0.072, d2=0.002 g=6.088
2/2 [==============================] - 0s 12ms/step
>1, 485/693, d1=0.029, d2=0.003 g=5.748
2/2 [==============================] - 0s 12ms/step
>1, 486/693, d1=0.047, d2=0.005 g=5.427
2/2 [==============================] - 0s 12ms/step
>1, 487/693, d1=0.045, d2=0.006 g=5.227
2/2 [==============================] - 0s 12ms/step
>1, 488/693, d1=0.027, d2=0.006 g=5.040
2/2 [==============================] - 0s 12ms/step
>1, 489/693, d1=0.009, d2=0.007 g=5.263
2/2 [==============================] - 0s 12ms/step
>1, 490/693, d1=0.043, d2=0.006 g=5.178
2/2 [==============================] - 0s 12ms/step
>1, 491/693, d1=0.005, d2=0.006 g=5.347
2/2 [==============================] - 0s 14ms/step
>1, 492/693, d1=0.027, d2=0.006 g=5.423
2/2 [==============================] - 0s 12ms/step
>1, 493/693, d1=0.010, d2=0.005 g=5.514
2/2 [==============================] - 0s 12ms/step
>1, 494/693, d1=0.028, d2=0.005 g=5.382
2/2 [==============================] - 0s 13ms/step
>1, 495/693, d1=0.036, d2=0.006 g=5.266
2/2 [==============================] - 0s 12ms/step
>1, 496/693, d1=0.047, d2=0.008 g=5.058
2/2 [==============================] - 0s 14ms/step
>1, 497/693, d1=0.039, d2=0.010 g=4.958
2/2 [==============================] - 0s 14ms/step
>1, 498/693, d1=0.005, d2=0.007 g=5.202
2/2 [==============================] - 0s 13ms/step
>1, 499/693, d1=0.005, d2=0.005 g=5.427
2/2 [==============================] - 0s 11ms/step
>1, 500/693, d1=0.005, d2=0.006 g=5.612
2/2 [==============================] - 0s 13ms/step
>1, 501/693, d1=0.034, d2=0.005 g=5.494
2/2 [==============================] - 0s 13ms/step
>1, 502/693, d1=0.006, d2=0.005 g=5.544
2/2 [==============================] - 0s 14ms/step
>1, 503/693, d1=0.007, d2=0.005 g=5.558
2/2 [==============================] - 0s 13ms/step
>1, 504/693, d1=0.028, d2=0.005 g=5.468
2/2 [==============================] - 0s 13ms/step
>1, 505/693, d1=0.025, d2=0.006 g=5.306
2/2 [==============================] - 0s 13ms/step
>1, 506/693, d1=0.006, d2=0.005 g=5.458
2/2 [==============================] - 0s 13ms/step
>1, 507/693, d1=0.006, d2=0.005 g=5.573
2/2 [==============================] - 0s 13ms/step
>1, 508/693, d1=0.014, d2=0.005 g=5.594
2/2 [==============================] - 0s 14ms/step
>1, 509/693, d1=0.008, d2=0.004 g=5.770
2/2 [==============================] - 0s 12ms/step
>1, 510/693, d1=0.034, d2=0.004 g=5.572
2/2 [==============================] - 0s 13ms/step
>1, 511/693, d1=0.016, d2=0.004 g=5.543
2/2 [==============================] - 0s 12ms/step
>1, 512/693, d1=0.004, d2=0.005 g=5.683
2/2 [==============================] - 0s 12ms/step
>1, 513/693, d1=0.004, d2=0.004 g=5.804
2/2 [==============================] - 0s 12ms/step
>1, 514/693, d1=0.003, d2=0.003 g=6.006
2/2 [==============================] - 0s 14ms/step
>1, 515/693, d1=0.032, d2=0.003 g=5.654
2/2 [==============================] - 0s 13ms/step
>1, 516/693, d1=0.002, d2=0.003 g=5.822
2/2 [==============================] - 0s 14ms/step
>1, 517/693, d1=0.003, d2=0.004 g=5.953
2/2 [==============================] - 0s 13ms/step
>1, 518/693, d1=0.002, d2=0.003 g=6.026
2/2 [==============================] - 0s 13ms/step
>1, 519/693, d1=0.004, d2=0.003 g=6.159
2/2 [==============================] - 0s 12ms/step
>1, 520/693, d1=0.016, d2=0.003 g=5.988
2/2 [==============================] - 0s 13ms/step
>1, 521/693, d1=0.003, d2=0.004 g=5.940
2/2 [==============================] - 0s 14ms/step
>1, 522/693, d1=0.012, d2=0.003 g=6.095
2/2 [==============================] - 0s 12ms/step
>1, 523/693, d1=0.003, d2=0.003 g=6.076
2/2 [==============================] - 0s 13ms/step
>1, 524/693, d1=0.001, d2=0.003 g=6.161
2/2 [==============================] - 0s 13ms/step
>1, 525/693, d1=0.000, d2=0.002 g=6.370
2/2 [==============================] - 0s 13ms/step
>1, 526/693, d1=0.000, d2=0.002 g=6.420
2/2 [==============================] - 0s 13ms/step
>1, 527/693, d1=0.024, d2=0.002 g=6.157
2/2 [==============================] - 0s 14ms/step
>1, 528/693, d1=0.008, d2=0.003 g=6.172
2/2 [==============================] - 0s 14ms/step
>1, 529/693, d1=0.003, d2=0.002 g=6.204
2/2 [==============================] - 0s 13ms/step
>1, 530/693, d1=0.043, d2=0.003 g=5.818
2/2 [==============================] - 0s 13ms/step
>1, 531/693, d1=0.000, d2=0.004 g=5.909
2/2 [==============================] - 0s 13ms/step
>1, 532/693, d1=0.001, d2=0.003 g=6.050
2/2 [==============================] - 0s 14ms/step
>1, 533/693, d1=0.000, d2=0.003 g=6.143
2/2 [==============================] - 0s 13ms/step
>1, 534/693, d1=0.000, d2=0.002 g=6.274
2/2 [==============================] - 0s 12ms/step
>1, 535/693, d1=0.001, d2=0.002 g=6.479
2/2 [==============================] - 0s 13ms/step
>1, 536/693, d1=0.017, d2=0.002 g=6.379
2/2 [==============================] - 0s 13ms/step
>1, 537/693, d1=0.003, d2=0.002 g=6.460
2/2 [==============================] - 0s 12ms/step
>1, 538/693, d1=0.002, d2=0.002 g=6.425
2/2 [==============================] - 0s 13ms/step
>1, 539/693, d1=0.012, d2=0.002 g=6.331
2/2 [==============================] - 0s 12ms/step
>1, 540/693, d1=0.000, d2=0.002 g=6.470
2/2 [==============================] - 0s 13ms/step
>1, 541/693, d1=0.000, d2=0.002 g=6.549
2/2 [==============================] - 0s 12ms/step
>1, 542/693, d1=0.001, d2=0.002 g=6.646
2/2 [==============================] - 0s 12ms/step
>1, 543/693, d1=0.000, d2=0.001 g=6.746
2/2 [==============================] - 0s 14ms/step
>1, 544/693, d1=0.007, d2=0.001 g=6.700
2/2 [==============================] - 0s 12ms/step
>1, 545/693, d1=0.003, d2=0.001 g=6.664
2/2 [==============================] - 0s 11ms/step
>1, 546/693, d1=0.000, d2=0.001 g=6.750
2/2 [==============================] - 0s 12ms/step
>1, 547/693, d1=0.045, d2=0.002 g=6.390
2/2 [==============================] - 0s 13ms/step
>1, 548/693, d1=0.000, d2=0.002 g=6.475
2/2 [==============================] - 0s 13ms/step
>1, 549/693, d1=0.008, d2=0.002 g=6.365
2/2 [==============================] - 0s 12ms/step
>1, 550/693, d1=0.007, d2=0.003 g=6.281
2/2 [==============================] - 0s 13ms/step
>1, 551/693, d1=0.023, d2=0.003 g=5.774
2/2 [==============================] - 0s 14ms/step
>1, 552/693, d1=0.001, d2=0.004 g=5.834
2/2 [==============================] - 0s 13ms/step
>1, 553/693, d1=0.003, d2=0.003 g=6.016
2/2 [==============================] - 0s 13ms/step
>1, 554/693, d1=0.001, d2=0.003 g=6.151
2/2 [==============================] - 0s 12ms/step
>1, 555/693, d1=0.000, d2=0.002 g=6.363
2/2 [==============================] - 0s 13ms/step
>1, 556/693, d1=0.001, d2=0.002 g=6.438
2/2 [==============================] - 0s 12ms/step
>1, 557/693, d1=0.002, d2=0.002 g=6.495
2/2 [==============================] - 0s 12ms/step
>1, 558/693, d1=0.034, d2=0.002 g=6.000
2/2 [==============================] - 0s 14ms/step
>1, 559/693, d1=0.000, d2=0.003 g=6.077
2/2 [==============================] - 0s 13ms/step
>1, 560/693, d1=0.001, d2=0.002 g=6.157
2/2 [==============================] - 0s 13ms/step
>1, 561/693, d1=0.001, d2=0.002 g=6.388
2/2 [==============================] - 0s 13ms/step
>1, 562/693, d1=0.000, d2=0.002 g=6.553
2/2 [==============================] - 0s 13ms/step
>1, 563/693, d1=0.001, d2=0.002 g=6.653
2/2 [==============================] - 0s 13ms/step
>1, 564/693, d1=0.000, d2=0.002 g=6.731
2/2 [==============================] - 0s 11ms/step
>1, 565/693, d1=0.000, d2=0.001 g=6.746
2/2 [==============================] - 0s 13ms/step
>1, 566/693, d1=0.014, d2=0.002 g=6.655
2/2 [==============================] - 0s 13ms/step
>1, 567/693, d1=0.000, d2=0.002 g=6.606
2/2 [==============================] - 0s 12ms/step
>1, 568/693, d1=0.001, d2=0.002 g=6.705
2/2 [==============================] - 0s 12ms/step
>1, 569/693, d1=0.006, d2=0.002 g=6.614
2/2 [==============================] - 0s 12ms/step
>1, 570/693, d1=0.005, d2=0.002 g=6.501
2/2 [==============================] - 0s 13ms/step
>1, 571/693, d1=0.001, d2=0.002 g=6.625
2/2 [==============================] - 0s 13ms/step
>1, 572/693, d1=0.000, d2=0.002 g=6.698
2/2 [==============================] - 0s 15ms/step
>1, 573/693, d1=0.022, d2=0.002 g=6.299
2/2 [==============================] - 0s 12ms/step
>1, 574/693, d1=0.008, d2=0.002 g=5.943
2/2 [==============================] - 0s 12ms/step
>1, 575/693, d1=0.001, d2=0.003 g=6.213
2/2 [==============================] - 0s 13ms/step
>1, 576/693, d1=0.000, d2=0.002 g=6.359
2/2 [==============================] - 0s 12ms/step
>1, 577/693, d1=0.000, d2=0.002 g=6.516
2/2 [==============================] - 0s 13ms/step
>1, 578/693, d1=0.000, d2=0.002 g=6.623
2/2 [==============================] - 0s 13ms/step
>1, 579/693, d1=0.008, d2=0.002 g=6.562
2/2 [==============================] - 0s 12ms/step
>1, 580/693, d1=0.001, d2=0.001 g=6.730
2/2 [==============================] - 0s 13ms/step
>1, 581/693, d1=0.000, d2=0.002 g=6.711
2/2 [==============================] - 0s 13ms/step
>1, 582/693, d1=0.007, d2=0.002 g=6.771
2/2 [==============================] - 0s 13ms/step
>1, 583/693, d1=0.000, d2=0.002 g=6.847
2/2 [==============================] - 0s 12ms/step
>1, 584/693, d1=0.001, d2=0.001 g=6.900
2/2 [==============================] - 0s 12ms/step
>1, 585/693, d1=0.001, d2=0.001 g=6.967
2/2 [==============================] - 0s 14ms/step
>1, 586/693, d1=0.010, d2=0.001 g=6.722
2/2 [==============================] - 0s 13ms/step
>1, 587/693, d1=0.000, d2=0.001 g=6.823
2/2 [==============================] - 0s 13ms/step
>1, 588/693, d1=0.010, d2=0.001 g=6.477
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
>1, 590/693, d1=0.001, d2=0.002 g=6.566
2/2 [==============================] - 0s 14ms/step
>1, 591/693, d1=0.000, d2=0.001 g=6.806
2/2 [==============================] - 0s 13ms/step
>1, 592/693, d1=0.000, d2=0.001 g=6.943
2/2 [==============================] - 0s 13ms/step
>1, 593/693, d1=0.003, d2=0.001 g=6.912
2/2 [==============================] - 0s 13ms/step
>1, 594/693, d1=0.002, d2=0.001 g=6.964
2/2 [==============================] - 0s 13ms/step
>1, 595/693, d1=0.000, d2=0.001 g=7.000
2/2 [==============================] - 0s 12ms/step
>1, 596/693, d1=0.000, d2=0.001 g=6.992
2/2 [==============================] - 0s 14ms/step
>1, 597/693, d1=0.000, d2=0.001 g=7.240
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
>1, 604/693, d1=0.006, d2=0.001 g=7.307
2/2 [==============================] - 0s 13ms/step
>1, 605/693, d1=0.000, d2=0.001 g=7.503
2/2 [==============================] - 0s 12ms/step
>1, 606/693, d1=0.000, d2=0.001 g=7.433
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
>1, 609/693, d1=0.000, d2=0.001 g=7.450
2/2 [==============================] - 0s 13ms/step
>1, 610/693, d1=0.011, d2=0.001 g=6.971
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
>1, 614/693, d1=0.004, d2=0.001 g=7.088
2/2 [==============================] - 0s 12ms/step
>1, 615/693, d1=0.000, d2=0.001 g=7.132
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
>1, 617/693, d1=0.001, d2=0.001 g=7.221
2/2 [==============================] - 0s 13ms/step
>1, 618/693, d1=0.000, d2=0.001 g=7.287
2/2 [==============================] - 0s 12ms/step
>1, 619/693, d1=0.001, d2=0.001 g=7.378
2/2 [==============================] - 0s 13ms/step
>1, 620/693, d1=0.000, d2=0.001 g=7.423
2/2 [==============================] - 0s 12ms/step
>1, 621/693, d1=0.002, d2=0.001 g=7.366
2/2 [==============================] - 0s 12ms/step
>1, 622/693, d1=0.000, d2=0.001 g=7.382
2/2 [==============================] - 0s 14ms/step
>1, 623/693, d1=0.000, d2=0.001 g=7.388
2/2 [==============================] - 0s 13ms/step
>1, 624/693, d1=0.000, d2=0.001 g=7.512
2/2 [==============================] - 0s 13ms/step
>1, 625/693, d1=0.000, d2=0.001 g=7.491
2/2 [==============================] - 0s 11ms/step
>1, 626/693, d1=0.003, d2=0.001 g=7.511
2/2 [==============================] - 0s 12ms/step
>1, 627/693, d1=0.000, d2=0.001 g=7.493
2/2 [==============================] - 0s 14ms/step
>1, 628/693, d1=0.000, d2=0.001 g=7.419
2/2 [==============================] - 0s 12ms/step
>1, 629/693, d1=0.000, d2=0.001 g=7.539
2/2 [==============================] - 0s 14ms/step
>1, 630/693, d1=0.001, d2=0.001 g=7.618
2/2 [==============================] - 0s 14ms/step
>1, 631/693, d1=0.000, d2=0.001 g=7.515
2/2 [==============================] - 0s 14ms/step
>1, 632/693, d1=0.001, d2=0.001 g=7.800
2/2 [==============================] - 0s 13ms/step
>1, 633/693, d1=0.000, d2=0.001 g=7.614
2/2 [==============================] - 0s 12ms/step
>1, 634/693, d1=0.000, d2=0.001 g=7.775
2/2 [==============================] - 0s 13ms/step
>1, 635/693, d1=0.002, d2=0.001 g=7.745
2/2 [==============================] - 0s 13ms/step
>1, 636/693, d1=0.000, d2=0.001 g=7.682
2/2 [==============================] - 0s 13ms/step
>1, 637/693, d1=0.024, d2=0.001 g=6.930
2/2 [==============================] - 0s 13ms/step
>1, 638/693, d1=0.000, d2=0.001 g=6.919
2/2 [==============================] - 0s 12ms/step
>1, 639/693, d1=0.006, d2=0.002 g=6.688
2/2 [==============================] - 0s 13ms/step
>1, 640/693, d1=0.000, d2=0.001 g=6.808
2/2 [==============================] - 0s 13ms/step
>1, 641/693, d1=0.000, d2=0.001 g=6.951
2/2 [==============================] - 0s 13ms/step
>1, 642/693, d1=0.000, d2=0.001 g=7.147
2/2 [==============================] - 0s 12ms/step
>1, 643/693, d1=0.000, d2=0.001 g=7.169
2/2 [==============================] - 0s 12ms/step
>1, 644/693, d1=0.003, d2=0.001 g=7.298
2/2 [==============================] - 0s 13ms/step
>1, 645/693, d1=0.000, d2=0.001 g=7.276
2/2 [==============================] - 0s 13ms/step
>1, 646/693, d1=0.037, d2=0.002 g=6.189
2/2 [==============================] - 0s 13ms/step
>1, 647/693, d1=0.002, d2=0.003 g=6.024
2/2 [==============================] - 0s 13ms/step
>1, 648/693, d1=0.003, d2=0.003 g=6.076
2/2 [==============================] - 0s 13ms/step
>1, 649/693, d1=0.001, d2=0.009 g=5.521
2/2 [==============================] - 0s 13ms/step
>1, 650/693, d1=0.000, d2=0.137 g=5.426
2/2 [==============================] - 0s 14ms/step
>1, 651/693, d1=0.006, d2=0.140 g=6.577
2/2 [==============================] - 0s 13ms/step
>1, 652/693, d1=0.000, d2=20.598 g=0.053
2/2 [==============================] - 0s 11ms/step
>1, 653/693, d1=0.001, d2=2.275 g=2.538
2/2 [==============================] - 0s 12ms/step
>1, 654/693, d1=0.201, d2=12.477 g=10.092
2/2 [==============================] - 0s 14ms/step
>1, 655/693, d1=0.205, d2=0.001 g=9.489
2/2 [==============================] - 0s 12ms/step
>1, 656/693, d1=0.414, d2=0.077 g=3.931
2/2 [==============================] - 0s 14ms/step
>1, 657/693, d1=0.342, d2=0.057 g=3.529
2/2 [==============================] - 0s 13ms/step
>1, 658/693, d1=0.240, d2=0.141 g=3.803
2/2 [==============================] - 0s 13ms/step
>1, 659/693, d1=0.272, d2=0.261 g=4.369
2/2 [==============================] - 0s 13ms/step
>1, 660/693, d1=0.141, d2=0.406 g=4.508
2/2 [==============================] - 0s 13ms/step
>1, 661/693, d1=0.146, d2=0.339 g=5.469
2/2 [==============================] - 0s 13ms/step
>1, 662/693, d1=0.252, d2=0.056 g=5.217
2/2 [==============================] - 0s 12ms/step
>1, 663/693, d1=0.155, d2=0.082 g=5.049
2/2 [==============================] - 0s 13ms/step
>1, 664/693, d1=0.231, d2=0.121 g=4.532
2/2 [==============================] - 0s 13ms/step
>1, 665/693, d1=0.145, d2=0.263 g=4.311
2/2 [==============================] - 0s 11ms/step
>1, 666/693, d1=0.086, d2=0.384 g=4.118
2/2 [==============================] - 0s 12ms/step
>1, 667/693, d1=0.342, d2=0.136 g=4.471
2/2 [==============================] - 0s 13ms/step
>1, 668/693, d1=0.290, d2=0.069 g=3.879
2/2 [==============================] - 0s 12ms/step
>1, 669/693, d1=0.144, d2=0.126 g=4.420
2/2 [==============================] - 0s 13ms/step
>1, 670/693, d1=0.066, d2=0.084 g=4.948
2/2 [==============================] - 0s 14ms/step
>1, 671/693, d1=0.102, d2=0.048 g=4.490
2/2 [==============================] - 0s 14ms/step
>1, 672/693, d1=0.099, d2=0.061 g=4.095
2/2 [==============================] - 0s 11ms/step
>1, 673/693, d1=0.061, d2=0.118 g=3.186
2/2 [==============================] - 0s 14ms/step
>1, 674/693, d1=0.127, d2=0.063 g=3.647
2/2 [==============================] - 0s 13ms/step
>1, 675/693, d1=0.051, d2=0.615 g=2.968
2/2 [==============================] - 0s 13ms/step
>1, 676/693, d1=0.111, d2=1.163 g=2.882
2/2 [==============================] - 0s 13ms/step
>1, 677/693, d1=1.463, d2=2.654 g=0.384
2/2 [==============================] - 0s 13ms/step
>1, 678/693, d1=0.480, d2=2.041 g=0.420
2/2 [==============================] - 0s 14ms/step
>1, 679/693, d1=0.434, d2=1.500 g=0.641
2/2 [==============================] - 0s 12ms/step
>1, 680/693, d1=0.531, d2=0.789 g=1.389
2/2 [==============================] - 0s 13ms/step
>1, 681/693, d1=0.574, d2=0.523 g=1.483
2/2 [==============================] - 0s 14ms/step
>1, 682/693, d1=0.535, d2=0.697 g=1.224
2/2 [==============================] - 0s 12ms/step
>1, 683/693, d1=0.457, d2=0.477 g=1.781
2/2 [==============================] - 0s 13ms/step
>1, 684/693, d1=0.446, d2=0.429 g=1.680
2/2 [==============================] - 0s 12ms/step
>1, 685/693, d1=0.546, d2=0.385 g=1.575
2/2 [==============================] - 0s 13ms/step
>1, 686/693, d1=0.461, d2=0.508 g=1.844
2/2 [==============================] - 0s 13ms/step
>1, 687/693, d1=0.386, d2=0.280 g=2.187
2/2 [==============================] - 0s 12ms/step
>1, 688/693, d1=0.361, d2=0.275 g=2.025
2/2 [==============================] - 0s 13ms/step
>1, 689/693, d1=0.407, d2=0.301 g=2.045
2/2 [==============================] - 0s 13ms/step
>1, 690/693, d1=0.352, d2=0.524 g=2.044
2/2 [==============================] - 0s 13ms/step
>1, 691/693, d1=0.442, d2=0.492 g=1.963
2/2 [==============================] - 0s 12ms/step
>1, 692/693, d1=0.449, d2=0.527 g=1.543
2/2 [==============================] - 0s 12ms/step
>1, 693/693, d1=0.464, d2=0.729 g=1.333
2/2 [==============================] - 0s 14ms/step
>2, 1/693, d1=0.509, d2=0.753 g=0.975
2/2 [==============================] - 0s 12ms/step
>2, 2/693, d1=0.512, d2=0.857 g=0.969
2/2 [==============================] - 0s 12ms/step
>2, 3/693, d1=0.626, d2=0.999 g=0.835
2/2 [==============================] - 0s 12ms/step
>2, 4/693, d1=0.680, d2=0.941 g=0.789
2/2 [==============================] - 0s 14ms/step
>2, 5/693, d1=0.603, d2=0.901 g=0.759
2/2 [==============================] - 0s 14ms/step
>2, 6/693, d1=0.712, d2=0.815 g=0.770
2/2 [==============================] - 0s 13ms/step
>2, 7/693, d1=0.544, d2=0.823 g=0.768
2/2 [==============================] - 0s 13ms/step
>2, 8/693, d1=0.546, d2=0.832 g=0.759
2/2 [==============================] - 0s 13ms/step
>2, 9/693, d1=0.593, d2=0.771 g=0.794
2/2 [==============================] - 0s 12ms/step
>2, 10/693, d1=0.488, d2=0.772 g=0.857
2/2 [==============================] - 0s 14ms/step
>2, 11/693, d1=0.523, d2=0.702 g=0.927
2/2 [==============================] - 0s 13ms/step
>2, 12/693, d1=0.554, d2=0.703 g=0.896
2/2 [==============================] - 0s 12ms/step
>2, 13/693, d1=0.583, d2=0.718 g=0.843
2/2 [==============================] - 0s 12ms/step
>2, 14/693, d1=0.509, d2=0.697 g=0.815
2/2 [==============================] - 0s 13ms/step
>2, 15/693, d1=0.569, d2=0.729 g=0.818
2/2 [==============================] - 0s 12ms/step
>2, 16/693, d1=0.464, d2=0.825 g=0.868
2/2 [==============================] - 0s 15ms/step
>2, 17/693, d1=0.514, d2=0.707 g=0.838
2/2 [==============================] - 0s 14ms/step
>2, 18/693, d1=0.454, d2=0.626 g=0.858
2/2 [==============================] - 0s 13ms/step
>2, 19/693, d1=0.503, d2=0.714 g=0.895
2/2 [==============================] - 0s 13ms/step
>2, 20/693, d1=0.460, d2=0.678 g=1.011
2/2 [==============================] - 0s 14ms/step
>2, 21/693, d1=0.580, d2=0.661 g=0.951
2/2 [==============================] - 0s 13ms/step
>2, 22/693, d1=0.436, d2=0.651 g=0.946
2/2 [==============================] - 0s 13ms/step
>2, 23/693, d1=0.553, d2=0.659 g=0.943
2/2 [==============================] - 0s 14ms/step
>2, 24/693, d1=0.490, d2=0.645 g=1.034
2/2 [==============================] - 0s 13ms/step
>2, 25/693, d1=0.553, d2=0.602 g=1.046
2/2 [==============================] - 0s 14ms/step
>2, 26/693, d1=0.524, d2=0.608 g=0.961
2/2 [==============================] - 0s 13ms/step
>2, 27/693, d1=0.496, d2=0.704 g=0.932
2/2 [==============================] - 0s 13ms/step
>2, 28/693, d1=0.492, d2=0.655 g=0.876
2/2 [==============================] - 0s 11ms/step
>2, 29/693, d1=0.474, d2=0.692 g=0.886
2/2 [==============================] - 0s 13ms/step
>2, 30/693, d1=0.514, d2=0.730 g=0.861
2/2 [==============================] - 0s 12ms/step
>2, 31/693, d1=0.462, d2=0.704 g=0.869
2/2 [==============================] - 0s 12ms/step
>2, 32/693, d1=0.526, d2=0.696 g=0.906
2/2 [==============================] - 0s 15ms/step
>2, 33/693, d1=0.498, d2=0.741 g=0.870
2/2 [==============================] - 0s 13ms/step
>2, 34/693, d1=0.486, d2=0.765 g=0.887
2/2 [==============================] - 0s 12ms/step
>2, 35/693, d1=0.573, d2=0.788 g=0.888
2/2 [==============================] - 0s 13ms/step
>2, 36/693, d1=0.562, d2=0.785 g=0.897
2/2 [==============================] - 0s 14ms/step
>2, 37/693, d1=0.618, d2=0.752 g=0.873
2/2 [==============================] - 0s 13ms/step
>2, 38/693, d1=0.581, d2=0.715 g=0.883
2/2 [==============================] - 0s 12ms/step
>2, 39/693, d1=0.562, d2=0.762 g=0.844
2/2 [==============================] - 0s 12ms/step
>2, 40/693, d1=0.534, d2=0.774 g=0.791
2/2 [==============================] - 0s 12ms/step
>2, 41/693, d1=0.598, d2=0.736 g=0.781
2/2 [==============================] - 0s 12ms/step
>2, 42/693, d1=0.502, d2=0.774 g=0.790
2/2 [==============================] - 0s 14ms/step
>2, 43/693, d1=0.553, d2=0.742 g=0.782
2/2 [==============================] - 0s 15ms/step
>2, 44/693, d1=0.490, d2=0.755 g=0.836
2/2 [==============================] - 0s 12ms/step
>2, 45/693, d1=0.460, d2=0.791 g=0.886
2/2 [==============================] - 0s 12ms/step
>2, 46/693, d1=0.523, d2=0.806 g=0.922
2/2 [==============================] - 0s 13ms/step
>2, 47/693, d1=0.531, d2=0.656 g=0.949
2/2 [==============================] - 0s 13ms/step
>2, 48/693, d1=0.620, d2=0.716 g=0.961
2/2 [==============================] - 0s 13ms/step
>2, 49/693, d1=0.663, d2=0.628 g=0.926
2/2 [==============================] - 0s 13ms/step
>2, 50/693, d1=0.621, d2=0.676 g=0.932
2/2 [==============================] - 0s 13ms/step
>2, 51/693, d1=0.490, d2=0.797 g=0.932
2/2 [==============================] - 0s 12ms/step
>2, 52/693, d1=0.570, d2=0.703 g=0.993
2/2 [==============================] - 0s 12ms/step
>2, 53/693, d1=0.612, d2=0.623 g=1.024
2/2 [==============================] - 0s 12ms/step
>2, 54/693, d1=0.573, d2=0.651 g=0.985
2/2 [==============================] - 0s 12ms/step
>2, 55/693, d1=0.556, d2=0.642 g=1.033
2/2 [==============================] - 0s 13ms/step
>2, 56/693, d1=0.572, d2=0.662 g=1.039
2/2 [==============================] - 0s 13ms/step
>2, 57/693, d1=0.544, d2=0.695 g=1.088
2/2 [==============================] - 0s 13ms/step
>2, 58/693, d1=0.559, d2=0.569 g=1.125
2/2 [==============================] - 0s 13ms/step
>2, 59/693, d1=0.575, d2=0.633 g=1.114
2/2 [==============================] - 0s 13ms/step
>2, 60/693, d1=0.580, d2=0.614 g=1.150
2/2 [==============================] - 0s 12ms/step
>2, 61/693, d1=0.536, d2=0.607 g=1.097
2/2 [==============================] - 0s 13ms/step
>2, 62/693, d1=0.611, d2=0.604 g=1.115
2/2 [==============================] - 0s 13ms/step
>2, 63/693, d1=0.580, d2=0.667 g=1.060
2/2 [==============================] - 0s 14ms/step
>2, 64/693, d1=0.606, d2=0.637 g=0.987
2/2 [==============================] - 0s 13ms/step
>2, 65/693, d1=0.630, d2=0.725 g=0.990
2/2 [==============================] - 0s 12ms/step
>2, 66/693, d1=0.588, d2=0.684 g=0.955
2/2 [==============================] - 0s 12ms/step
>2, 67/693, d1=0.577, d2=0.683 g=0.979
2/2 [==============================] - 0s 12ms/step
>2, 68/693, d1=0.634, d2=0.791 g=0.918
2/2 [==============================] - 0s 13ms/step
>2, 69/693, d1=0.599, d2=0.686 g=0.957
2/2 [==============================] - 0s 14ms/step
>2, 70/693, d1=0.639, d2=0.662 g=0.920
2/2 [==============================] - 0s 14ms/step
>2, 71/693, d1=0.587, d2=0.698 g=0.853
2/2 [==============================] - 0s 12ms/step
>2, 72/693, d1=0.568, d2=0.776 g=0.875
2/2 [==============================] - 0s 13ms/step
>2, 73/693, d1=0.601, d2=0.784 g=0.975
2/2 [==============================] - 0s 13ms/step
>2, 74/693, d1=0.663, d2=0.669 g=0.977
2/2 [==============================] - 0s 13ms/step
>2, 75/693, d1=0.749, d2=0.713 g=0.866
2/2 [==============================] - 0s 14ms/step
>2, 76/693, d1=0.645, d2=0.759 g=0.891
2/2 [==============================] - 0s 12ms/step
>2, 77/693, d1=0.580, d2=0.789 g=0.913
2/2 [==============================] - 0s 12ms/step
>2, 78/693, d1=0.673, d2=0.684 g=0.947
2/2 [==============================] - 0s 13ms/step
>2, 79/693, d1=0.613, d2=0.724 g=0.901
2/2 [==============================] - 0s 13ms/step
>2, 80/693, d1=0.603, d2=0.719 g=1.010
2/2 [==============================] - 0s 12ms/step
>2, 81/693, d1=0.655, d2=0.656 g=0.943
2/2 [==============================] - 0s 12ms/step
>2, 82/693, d1=0.621, d2=0.706 g=0.952
2/2 [==============================] - 0s 13ms/step
>2, 83/693, d1=0.635, d2=0.643 g=0.953
2/2 [==============================] - 0s 11ms/step
>2, 84/693, d1=0.699, d2=0.695 g=0.881
2/2 [==============================] - 0s 12ms/step
>2, 85/693, d1=0.630, d2=0.704 g=0.870
2/2 [==============================] - 0s 12ms/step
>2, 86/693, d1=0.582, d2=0.731 g=0.896
2/2 [==============================] - 0s 14ms/step
>2, 87/693, d1=0.611, d2=0.654 g=0.974
2/2 [==============================] - 0s 14ms/step
>2, 88/693, d1=0.622, d2=0.696 g=0.941
2/2 [==============================] - 0s 12ms/step
>2, 89/693, d1=0.667, d2=0.684 g=0.932
2/2 [==============================] - 0s 12ms/step
>2, 90/693, d1=0.630, d2=0.714 g=0.959
2/2 [==============================] - 0s 15ms/step
>2, 91/693, d1=0.606, d2=0.689 g=0.953
2/2 [==============================] - 0s 15ms/step
>2, 92/693, d1=0.651, d2=0.628 g=1.013
2/2 [==============================] - 0s 13ms/step
>2, 93/693, d1=0.609, d2=0.637 g=0.996
2/2 [==============================] - 0s 12ms/step
>2, 94/693, d1=0.595, d2=0.585 g=1.003
2/2 [==============================] - 0s 12ms/step
>2, 95/693, d1=0.664, d2=0.643 g=0.952
2/2 [==============================] - 0s 14ms/step
>2, 96/693, d1=0.639, d2=0.685 g=0.943
2/2 [==============================] - 0s 12ms/step
>2, 97/693, d1=0.639, d2=0.699 g=0.932
2/2 [==============================] - 0s 12ms/step
>2, 98/693, d1=0.595, d2=0.716 g=1.002
2/2 [==============================] - 0s 12ms/step
>2, 99/693, d1=0.617, d2=0.637 g=0.955
2/2 [==============================] - 0s 12ms/step
>2, 100/693, d1=0.605, d2=0.654 g=0.922
2/2 [==============================] - 0s 13ms/step
>2, 101/693, d1=0.634, d2=0.731 g=0.963
2/2 [==============================] - 0s 13ms/step
>2, 102/693, d1=0.670, d2=0.673 g=0.953
2/2 [==============================] - 0s 14ms/step
>2, 103/693, d1=0.652, d2=0.705 g=0.953
2/2 [==============================] - 0s 12ms/step
>2, 104/693, d1=0.682, d2=0.693 g=0.954
2/2 [==============================] - 0s 14ms/step
>2, 105/693, d1=0.712, d2=0.668 g=0.966
2/2 [==============================] - 0s 13ms/step
>2, 106/693, d1=0.737, d2=0.665 g=0.963
2/2 [==============================] - 0s 12ms/step
>2, 107/693, d1=0.741, d2=0.678 g=0.900
2/2 [==============================] - 0s 12ms/step
>2, 108/693, d1=0.744, d2=0.711 g=0.906
2/2 [==============================] - 0s 14ms/step
>2, 109/693, d1=0.728, d2=0.671 g=0.834
2/2 [==============================] - 0s 13ms/step
>2, 110/693, d1=0.705, d2=0.786 g=0.794
2/2 [==============================] - 0s 13ms/step
>2, 111/693, d1=0.607, d2=0.734 g=0.858
2/2 [==============================] - 0s 12ms/step
>2, 112/693, d1=0.688, d2=0.694 g=0.890
2/2 [==============================] - 0s 11ms/step
>2, 113/693, d1=0.756, d2=0.701 g=0.820
2/2 [==============================] - 0s 12ms/step
>2, 114/693, d1=0.686, d2=0.718 g=0.818
2/2 [==============================] - 0s 13ms/step
>2, 115/693, d1=0.659, d2=0.799 g=0.818
2/2 [==============================] - 0s 12ms/step
>2, 116/693, d1=0.656, d2=0.767 g=0.816
2/2 [==============================] - 0s 13ms/step
>2, 117/693, d1=0.673, d2=0.763 g=0.799
2/2 [==============================] - 0s 13ms/step
>2, 118/693, d1=0.664, d2=0.773 g=0.843
2/2 [==============================] - 0s 14ms/step
>2, 119/693, d1=0.676, d2=0.687 g=0.824
2/2 [==============================] - 0s 13ms/step
>2, 120/693, d1=0.702, d2=0.697 g=0.903
2/2 [==============================] - 0s 14ms/step
>2, 121/693, d1=0.766, d2=0.717 g=0.924
2/2 [==============================] - 0s 15ms/step
>2, 122/693, d1=0.700, d2=0.682 g=0.943
2/2 [==============================] - 0s 12ms/step
>2, 123/693, d1=0.732, d2=0.646 g=0.898
2/2 [==============================] - 0s 13ms/step
>2, 124/693, d1=0.745, d2=0.638 g=0.922
2/2 [==============================] - 0s 13ms/step
>2, 125/693, d1=0.679, d2=0.688 g=0.879
2/2 [==============================] - 0s 11ms/step
>2, 126/693, d1=0.706, d2=0.718 g=0.884
2/2 [==============================] - 0s 11ms/step
>2, 127/693, d1=0.685, d2=0.632 g=0.875
2/2 [==============================] - 0s 13ms/step
>2, 128/693, d1=0.677, d2=0.675 g=0.870
2/2 [==============================] - 0s 13ms/step
>2, 129/693, d1=0.781, d2=0.672 g=0.819
2/2 [==============================] - 0s 15ms/step
>2, 130/693, d1=0.683, d2=0.760 g=0.824
2/2 [==============================] - 0s 12ms/step
>2, 131/693, d1=0.631, d2=0.709 g=0.829
2/2 [==============================] - 0s 13ms/step
>2, 132/693, d1=0.648, d2=0.719 g=0.847
2/2 [==============================] - 0s 14ms/step
>2, 133/693, d1=0.631, d2=0.662 g=0.858
2/2 [==============================] - 0s 12ms/step
>2, 134/693, d1=0.620, d2=0.648 g=0.885
2/2 [==============================] - 0s 12ms/step
>2, 135/693, d1=0.667, d2=0.709 g=0.849
2/2 [==============================] - 0s 12ms/step
>2, 136/693, d1=0.637, d2=0.688 g=0.842
2/2 [==============================] - 0s 13ms/step
>2, 137/693, d1=0.655, d2=0.791 g=0.852
2/2 [==============================] - 0s 13ms/step
>2, 138/693, d1=0.629, d2=0.712 g=0.919
2/2 [==============================] - 0s 13ms/step
>2, 139/693, d1=0.792, d2=0.722 g=0.904
2/2 [==============================] - 0s 13ms/step
>2, 140/693, d1=0.715, d2=0.722 g=0.917
2/2 [==============================] - 0s 13ms/step
>2, 141/693, d1=0.768, d2=0.645 g=0.989
2/2 [==============================] - 0s 14ms/step
>2, 142/693, d1=0.750, d2=0.556 g=0.987
2/2 [==============================] - 0s 12ms/step
>2, 143/693, d1=0.770, d2=0.653 g=0.936
2/2 [==============================] - 0s 11ms/step
>2, 144/693, d1=0.741, d2=0.640 g=0.924
2/2 [==============================] - 0s 13ms/step
>2, 145/693, d1=0.727, d2=0.658 g=0.876
2/2 [==============================] - 0s 15ms/step
>2, 146/693, d1=0.696, d2=0.651 g=0.886
2/2 [==============================] - 0s 12ms/step
>2, 147/693, d1=0.722, d2=0.686 g=0.873
2/2 [==============================] - 0s 12ms/step
>2, 148/693, d1=0.726, d2=0.668 g=0.855
2/2 [==============================] - 0s 14ms/step
>2, 149/693, d1=0.710, d2=0.723 g=0.781
2/2 [==============================] - 0s 12ms/step
>2, 150/693, d1=0.651, d2=0.724 g=0.791
2/2 [==============================] - 0s 13ms/step
>2, 151/693, d1=0.642, d2=0.667 g=0.825
2/2 [==============================] - 0s 14ms/step
>2, 152/693, d1=0.658, d2=0.668 g=0.833
2/2 [==============================] - 0s 14ms/step
>2, 153/693, d1=0.633, d2=0.671 g=0.843
2/2 [==============================] - 0s 14ms/step
>2, 154/693, d1=0.642, d2=0.673 g=0.831
2/2 [==============================] - 0s 13ms/step
>2, 155/693, d1=0.624, d2=0.688 g=0.852
2/2 [==============================] - 0s 14ms/step
>2, 156/693, d1=0.669, d2=0.659 g=0.868
2/2 [==============================] - 0s 13ms/step
>2, 157/693, d1=0.664, d2=0.665 g=0.861
2/2 [==============================] - 0s 13ms/step
>2, 158/693, d1=0.699, d2=0.671 g=0.879
2/2 [==============================] - 0s 13ms/step
>2, 159/693, d1=0.686, d2=0.690 g=0.921
2/2 [==============================] - 0s 13ms/step
>2, 160/693, d1=0.747, d2=0.614 g=0.951
2/2 [==============================] - 0s 14ms/step
>2, 161/693, d1=0.725, d2=0.626 g=0.919
2/2 [==============================] - 0s 14ms/step
>2, 162/693, d1=0.702, d2=0.632 g=1.002
2/2 [==============================] - 0s 12ms/step
>2, 163/693, d1=0.766, d2=0.628 g=0.974
2/2 [==============================] - 0s 13ms/step
>2, 164/693, d1=0.724, d2=0.600 g=0.994
2/2 [==============================] - 0s 12ms/step
>2, 165/693, d1=0.786, d2=0.623 g=0.964
2/2 [==============================] - 0s 11ms/step
>2, 166/693, d1=0.787, d2=0.632 g=0.879
2/2 [==============================] - 0s 13ms/step
>2, 167/693, d1=0.726, d2=0.708 g=0.872
2/2 [==============================] - 0s 12ms/step
>2, 168/693, d1=0.690, d2=0.718 g=0.815
2/2 [==============================] - 0s 14ms/step
>2, 169/693, d1=0.683, d2=0.715 g=0.831
2/2 [==============================] - 0s 13ms/step
>2, 170/693, d1=0.634, d2=0.678 g=0.864
2/2 [==============================] - 0s 13ms/step
>2, 171/693, d1=0.748, d2=0.654 g=0.860
2/2 [==============================] - 0s 14ms/step
>2, 172/693, d1=0.639, d2=0.671 g=0.832
2/2 [==============================] - 0s 12ms/step
>2, 173/693, d1=0.664, d2=0.694 g=0.852
2/2 [==============================] - 0s 14ms/step
>2, 174/693, d1=0.642, d2=0.643 g=0.855
2/2 [==============================] - 0s 13ms/step
>2, 175/693, d1=0.668, d2=0.691 g=0.850
2/2 [==============================] - 0s 13ms/step
>2, 176/693, d1=0.676, d2=0.621 g=0.879
2/2 [==============================] - 0s 13ms/step
>2, 177/693, d1=0.676, d2=0.639 g=0.856
2/2 [==============================] - 0s 13ms/step
>2, 178/693, d1=0.675, d2=0.671 g=0.932
2/2 [==============================] - 0s 14ms/step
>2, 179/693, d1=0.727, d2=0.664 g=0.977
2/2 [==============================] - 0s 14ms/step
>2, 180/693, d1=0.707, d2=0.644 g=0.941
2/2 [==============================] - 0s 13ms/step
>2, 181/693, d1=0.725, d2=0.594 g=0.955
2/2 [==============================] - 0s 12ms/step
>2, 182/693, d1=0.802, d2=0.604 g=0.931
2/2 [==============================] - 0s 13ms/step
>2, 183/693, d1=0.737, d2=0.644 g=0.900
2/2 [==============================] - 0s 13ms/step
>2, 184/693, d1=0.743, d2=0.675 g=0.868
2/2 [==============================] - 0s 14ms/step
>2, 185/693, d1=0.707, d2=0.683 g=0.838
2/2 [==============================] - 0s 13ms/step
>2, 186/693, d1=0.681, d2=0.715 g=0.860
2/2 [==============================] - 0s 13ms/step
>2, 187/693, d1=0.665, d2=0.641 g=0.873
2/2 [==============================] - 0s 11ms/step
>2, 188/693, d1=0.703, d2=0.647 g=0.945
2/2 [==============================] - 0s 13ms/step
>2, 189/693, d1=0.770, d2=0.691 g=0.840
2/2 [==============================] - 0s 13ms/step
>2, 190/693, d1=0.666, d2=0.686 g=0.879
2/2 [==============================] - 0s 13ms/step
>2, 191/693, d1=0.708, d2=0.650 g=0.874
2/2 [==============================] - 0s 11ms/step
>2, 192/693, d1=0.709, d2=0.683 g=0.839
2/2 [==============================] - 0s 13ms/step
>2, 193/693, d1=0.724, d2=0.714 g=0.842
2/2 [==============================] - 0s 13ms/step
>2, 194/693, d1=0.646, d2=0.671 g=0.838
2/2 [==============================] - 0s 13ms/step
>2, 195/693, d1=0.654, d2=0.656 g=0.837
2/2 [==============================] - 0s 11ms/step
>2, 196/693, d1=0.685, d2=0.680 g=0.865
2/2 [==============================] - 0s 13ms/step
>2, 197/693, d1=0.711, d2=0.687 g=0.873
2/2 [==============================] - 0s 13ms/step
>2, 198/693, d1=0.677, d2=0.631 g=0.869
2/2 [==============================] - 0s 14ms/step
>2, 199/693, d1=0.713, d2=0.725 g=0.855
2/2 [==============================] - 0s 13ms/step
>2, 200/693, d1=0.716, d2=0.664 g=0.869
2/2 [==============================] - 0s 13ms/step
>2, 201/693, d1=0.711, d2=0.618 g=0.864
2/2 [==============================] - 0s 12ms/step
>2, 202/693, d1=0.748, d2=0.637 g=0.909
2/2 [==============================] - 0s 11ms/step
>2, 203/693, d1=0.718, d2=0.608 g=0.907
2/2 [==============================] - 0s 13ms/step
>2, 204/693, d1=0.754, d2=0.676 g=0.899
2/2 [==============================] - 0s 14ms/step
>2, 205/693, d1=0.778, d2=0.662 g=0.839
2/2 [==============================] - 0s 13ms/step
>2, 206/693, d1=0.679, d2=0.669 g=0.854
2/2 [==============================] - 0s 15ms/step
>2, 207/693, d1=0.721, d2=0.711 g=0.807
2/2 [==============================] - 0s 12ms/step
>2, 208/693, d1=0.722, d2=0.736 g=0.801
2/2 [==============================] - 0s 11ms/step
>2, 209/693, d1=0.672, d2=0.648 g=0.772
2/2 [==============================] - 0s 12ms/step
>2, 210/693, d1=0.649, d2=0.751 g=0.796
2/2 [==============================] - 0s 13ms/step
>2, 211/693, d1=0.644, d2=0.735 g=0.801
2/2 [==============================] - 0s 13ms/step
>2, 212/693, d1=0.627, d2=0.635 g=0.808
2/2 [==============================] - 0s 12ms/step
>2, 213/693, d1=0.663, d2=0.624 g=0.791
2/2 [==============================] - 0s 12ms/step
>2, 214/693, d1=0.688, d2=0.707 g=0.814
2/2 [==============================] - 0s 14ms/step
>2, 215/693, d1=0.657, d2=0.657 g=0.840
2/2 [==============================] - 0s 13ms/step
>2, 216/693, d1=0.709, d2=0.682 g=0.809
2/2 [==============================] - 0s 11ms/step
>2, 217/693, d1=0.677, d2=0.718 g=0.853
2/2 [==============================] - 0s 14ms/step
>2, 218/693, d1=0.687, d2=0.648 g=0.849
2/2 [==============================] - 0s 14ms/step
>2, 219/693, d1=0.704, d2=0.646 g=0.864
2/2 [==============================] - 0s 13ms/step
>2, 220/693, d1=0.737, d2=0.679 g=0.875
2/2 [==============================] - 0s 13ms/step
>2, 221/693, d1=0.718, d2=0.616 g=0.849
2/2 [==============================] - 0s 11ms/step
>2, 222/693, d1=0.692, d2=0.629 g=0.879
2/2 [==============================] - 0s 12ms/step
>2, 223/693, d1=0.694, d2=0.649 g=0.881
2/2 [==============================] - 0s 12ms/step
>2, 224/693, d1=0.693, d2=0.649 g=0.836
2/2 [==============================] - 0s 14ms/step
>2, 225/693, d1=0.719, d2=0.668 g=0.825
2/2 [==============================] - 0s 14ms/step
>2, 226/693, d1=0.711, d2=0.641 g=0.824
2/2 [==============================] - 0s 13ms/step
>2, 227/693, d1=0.638, d2=0.687 g=0.837
2/2 [==============================] - 0s 12ms/step
>2, 228/693, d1=0.678, d2=0.677 g=0.801
2/2 [==============================] - 0s 13ms/step
>2, 229/693, d1=0.641, d2=0.673 g=0.841
2/2 [==============================] - 0s 13ms/step
>2, 230/693, d1=0.658, d2=0.655 g=0.795
2/2 [==============================] - 0s 12ms/step
>2, 231/693, d1=0.675, d2=0.662 g=0.838
2/2 [==============================] - 0s 13ms/step
>2, 232/693, d1=0.653, d2=0.667 g=0.805
2/2 [==============================] - 0s 13ms/step
>2, 233/693, d1=0.635, d2=0.635 g=0.876
2/2 [==============================] - 0s 13ms/step
>2, 234/693, d1=0.626, d2=0.648 g=0.828
2/2 [==============================] - 0s 15ms/step
>2, 235/693, d1=0.666, d2=0.675 g=0.827
2/2 [==============================] - 0s 13ms/step
>2, 236/693, d1=0.694, d2=0.657 g=0.852
2/2 [==============================] - 0s 14ms/step
>2, 237/693, d1=0.692, d2=0.670 g=0.821
2/2 [==============================] - 0s 13ms/step
>2, 238/693, d1=0.690, d2=0.654 g=0.862
2/2 [==============================] - 0s 12ms/step
>2, 239/693, d1=0.696, d2=0.643 g=0.895
2/2 [==============================] - 0s 12ms/step
>2, 240/693, d1=0.735, d2=0.664 g=0.877
2/2 [==============================] - 0s 13ms/step
>2, 241/693, d1=0.683, d2=0.618 g=0.929
2/2 [==============================] - 0s 12ms/step
>2, 242/693, d1=0.734, d2=0.591 g=0.951
2/2 [==============================] - 0s 13ms/step
>2, 243/693, d1=0.727, d2=0.616 g=0.909
2/2 [==============================] - 0s 12ms/step
>2, 244/693, d1=0.759, d2=0.657 g=0.921
2/2 [==============================] - 0s 14ms/step
>2, 245/693, d1=0.696, d2=0.582 g=0.919
2/2 [==============================] - 0s 14ms/step
>2, 246/693, d1=0.727, d2=0.616 g=0.841
2/2 [==============================] - 0s 13ms/step
>2, 247/693, d1=0.673, d2=0.701 g=0.821
2/2 [==============================] - 0s 12ms/step
>2, 248/693, d1=0.654, d2=0.651 g=0.845
2/2 [==============================] - 0s 13ms/step
>2, 249/693, d1=0.621, d2=0.687 g=0.839
2/2 [==============================] - 0s 13ms/step
>2, 250/693, d1=0.645, d2=0.657 g=0.849
2/2 [==============================] - 0s 12ms/step
>2, 251/693, d1=0.715, d2=0.667 g=0.821
2/2 [==============================] - 0s 12ms/step
>2, 252/693, d1=0.712, d2=0.658 g=0.860
2/2 [==============================] - 0s 12ms/step
>2, 253/693, d1=0.660, d2=0.694 g=0.846
2/2 [==============================] - 0s 12ms/step
>2, 254/693, d1=0.675, d2=0.669 g=0.840
2/2 [==============================] - 0s 14ms/step
>2, 255/693, d1=0.700, d2=0.616 g=0.844
2/2 [==============================] - 0s 14ms/step
>2, 256/693, d1=0.662, d2=0.677 g=0.916
2/2 [==============================] - 0s 13ms/step
>2, 257/693, d1=0.690, d2=0.673 g=0.822
2/2 [==============================] - 0s 12ms/step
>2, 258/693, d1=0.671, d2=0.682 g=0.849
2/2 [==============================] - 0s 13ms/step
>2, 259/693, d1=0.658, d2=0.687 g=0.865
2/2 [==============================] - 0s 13ms/step
>2, 260/693, d1=0.673, d2=0.661 g=0.876
2/2 [==============================] - 0s 14ms/step
>2, 261/693, d1=0.709, d2=0.603 g=0.852
2/2 [==============================] - 0s 14ms/step
>2, 262/693, d1=0.682, d2=0.631 g=0.896
2/2 [==============================] - 0s 13ms/step
>2, 263/693, d1=0.729, d2=0.674 g=0.839
2/2 [==============================] - 0s 13ms/step
>2, 264/693, d1=0.703, d2=0.650 g=0.857
2/2 [==============================] - 0s 12ms/step
>2, 265/693, d1=0.691, d2=0.627 g=0.847
2/2 [==============================] - 0s 12ms/step
>2, 266/693, d1=0.688, d2=0.637 g=0.838
2/2 [==============================] - 0s 14ms/step
>2, 267/693, d1=0.672, d2=0.655 g=0.857
2/2 [==============================] - 0s 13ms/step
>2, 268/693, d1=0.689, d2=0.658 g=0.848
2/2 [==============================] - 0s 11ms/step
>2, 269/693, d1=0.687, d2=0.665 g=0.831
2/2 [==============================] - 0s 13ms/step
>2, 270/693, d1=0.674, d2=0.659 g=0.831
2/2 [==============================] - 0s 13ms/step
>2, 271/693, d1=0.688, d2=0.690 g=0.840
2/2 [==============================] - 0s 12ms/step
>2, 272/693, d1=0.678, d2=0.678 g=0.816
2/2 [==============================] - 0s 11ms/step
>2, 273/693, d1=0.703, d2=0.660 g=0.793
2/2 [==============================] - 0s 15ms/step
>2, 274/693, d1=0.686, d2=0.704 g=0.849
2/2 [==============================] - 0s 13ms/step
>2, 275/693, d1=0.662, d2=0.655 g=0.831
2/2 [==============================] - 0s 13ms/step
>2, 276/693, d1=0.692, d2=0.699 g=0.845
2/2 [==============================] - 0s 14ms/step
>2, 277/693, d1=0.675, d2=0.719 g=0.879
2/2 [==============================] - 0s 13ms/step
>2, 278/693, d1=0.701, d2=0.608 g=0.888
2/2 [==============================] - 0s 13ms/step
>2, 279/693, d1=0.701, d2=0.658 g=0.860
2/2 [==============================] - 0s 13ms/step
>2, 280/693, d1=0.713, d2=0.677 g=0.823
2/2 [==============================] - 0s 14ms/step
>2, 281/693, d1=0.683, d2=0.671 g=0.842
2/2 [==============================] - 0s 14ms/step
>2, 282/693, d1=0.727, d2=0.675 g=0.851
2/2 [==============================] - 0s 13ms/step
>2, 283/693, d1=0.673, d2=0.705 g=0.810
2/2 [==============================] - 0s 11ms/step
>2, 284/693, d1=0.689, d2=0.664 g=0.835
2/2 [==============================] - 0s 13ms/step
>2, 285/693, d1=0.701, d2=0.685 g=0.878
2/2 [==============================] - 0s 11ms/step
>2, 286/693, d1=0.686, d2=0.653 g=0.819
2/2 [==============================] - 0s 12ms/step
>2, 287/693, d1=0.645, d2=0.602 g=0.881
2/2 [==============================] - 0s 13ms/step
>2, 288/693, d1=0.699, d2=0.659 g=0.869
2/2 [==============================] - 0s 13ms/step
>2, 289/693, d1=0.687, d2=0.685 g=0.848
2/2 [==============================] - 0s 13ms/step
>2, 290/693, d1=0.700, d2=0.680 g=0.856
2/2 [==============================] - 0s 12ms/step
>2, 291/693, d1=0.692, d2=0.654 g=0.886
2/2 [==============================] - 0s 14ms/step
>2, 292/693, d1=0.697, d2=0.626 g=0.871
2/2 [==============================] - 0s 13ms/step
>2, 293/693, d1=0.712, d2=0.639 g=0.807
2/2 [==============================] - 0s 12ms/step
>2, 294/693, d1=0.655, d2=0.628 g=0.818
2/2 [==============================] - 0s 13ms/step
>2, 295/693, d1=0.724, d2=0.628 g=0.827
2/2 [==============================] - 0s 13ms/step
>2, 296/693, d1=0.691, d2=0.657 g=0.861
2/2 [==============================] - 0s 13ms/step
>2, 297/693, d1=0.670, d2=0.672 g=0.904
2/2 [==============================] - 0s 14ms/step
>2, 298/693, d1=0.716, d2=0.647 g=0.884
2/2 [==============================] - 0s 14ms/step
>2, 299/693, d1=0.726, d2=0.606 g=0.904
2/2 [==============================] - 0s 12ms/step
>2, 300/693, d1=0.720, d2=0.648 g=0.879
2/2 [==============================] - 0s 13ms/step
>2, 301/693, d1=0.726, d2=0.653 g=0.849
2/2 [==============================] - 0s 11ms/step
>2, 302/693, d1=0.711, d2=0.672 g=0.822
2/2 [==============================] - 0s 12ms/step
>2, 303/693, d1=0.649, d2=0.665 g=0.853
2/2 [==============================] - 0s 13ms/step
>2, 304/693, d1=0.690, d2=0.681 g=0.826
2/2 [==============================] - 0s 12ms/step
>2, 305/693, d1=0.664, d2=0.662 g=0.839
2/2 [==============================] - 0s 14ms/step
>2, 306/693, d1=0.662, d2=0.671 g=0.830
2/2 [==============================] - 0s 12ms/step
>2, 307/693, d1=0.644, d2=0.659 g=0.838
2/2 [==============================] - 0s 12ms/step
>2, 308/693, d1=0.631, d2=0.665 g=0.852
2/2 [==============================] - 0s 13ms/step
>2, 309/693, d1=0.662, d2=0.658 g=0.820
2/2 [==============================] - 0s 14ms/step
>2, 310/693, d1=0.651, d2=0.690 g=0.854
2/2 [==============================] - 0s 13ms/step
>2, 311/693, d1=0.654, d2=0.693 g=0.853
2/2 [==============================] - 0s 12ms/step
>2, 312/693, d1=0.660, d2=0.678 g=0.873
2/2 [==============================] - 0s 12ms/step
>2, 313/693, d1=0.692, d2=0.661 g=0.828
2/2 [==============================] - 0s 12ms/step
>2, 314/693, d1=0.701, d2=0.678 g=0.840
2/2 [==============================] - 0s 13ms/step
>2, 315/693, d1=0.668, d2=0.615 g=0.907
2/2 [==============================] - 0s 13ms/step
>2, 316/693, d1=0.696, d2=0.641 g=0.892
2/2 [==============================] - 0s 13ms/step
>2, 317/693, d1=0.717, d2=0.614 g=0.961
2/2 [==============================] - 0s 11ms/step
>2, 318/693, d1=0.679, d2=0.615 g=0.918
2/2 [==============================] - 0s 14ms/step
>2, 319/693, d1=0.723, d2=0.637 g=0.911
2/2 [==============================] - 0s 13ms/step
>2, 320/693, d1=0.692, d2=0.601 g=0.851
2/2 [==============================] - 0s 14ms/step
>2, 321/693, d1=0.706, d2=0.661 g=0.842
2/2 [==============================] - 0s 12ms/step
>2, 322/693, d1=0.664, d2=0.607 g=0.821
2/2 [==============================] - 0s 12ms/step
>2, 323/693, d1=0.674, d2=0.607 g=0.799
2/2 [==============================] - 0s 14ms/step
>2, 324/693, d1=0.628, d2=0.691 g=0.781
2/2 [==============================] - 0s 13ms/step
>2, 325/693, d1=0.661, d2=0.667 g=0.866
2/2 [==============================] - 0s 13ms/step
>2, 326/693, d1=0.671, d2=0.688 g=0.901
2/2 [==============================] - 0s 14ms/step
>2, 327/693, d1=0.725, d2=0.641 g=0.826
2/2 [==============================] - 0s 14ms/step
>2, 328/693, d1=0.641, d2=0.683 g=0.816
2/2 [==============================] - 0s 11ms/step
>2, 329/693, d1=0.635, d2=0.650 g=0.926
2/2 [==============================] - 0s 14ms/step
>2, 330/693, d1=0.642, d2=0.679 g=0.862
2/2 [==============================] - 0s 12ms/step
>2, 331/693, d1=0.682, d2=0.627 g=0.838
2/2 [==============================] - 0s 12ms/step
>2, 332/693, d1=0.648, d2=0.652 g=0.825
2/2 [==============================] - 0s 13ms/step
>2, 333/693, d1=0.668, d2=0.659 g=0.871
2/2 [==============================] - 0s 12ms/step
>2, 334/693, d1=0.681, d2=0.673 g=0.837
2/2 [==============================] - 0s 13ms/step
>2, 335/693, d1=0.683, d2=0.662 g=0.844
2/2 [==============================] - 0s 13ms/step
>2, 336/693, d1=0.672, d2=0.634 g=0.884
2/2 [==============================] - 0s 11ms/step
>2, 337/693, d1=0.681, d2=0.696 g=0.843
2/2 [==============================] - 0s 13ms/step
>2, 338/693, d1=0.650, d2=0.635 g=0.841
2/2 [==============================] - 0s 12ms/step
>2, 339/693, d1=0.688, d2=0.665 g=0.836
2/2 [==============================] - 0s 13ms/step
>2, 340/693, d1=0.663, d2=0.688 g=0.862
2/2 [==============================] - 0s 14ms/step
>2, 341/693, d1=0.685, d2=0.723 g=0.892
2/2 [==============================] - 0s 13ms/step
>2, 342/693, d1=0.668, d2=0.682 g=0.885
2/2 [==============================] - 0s 13ms/step
>2, 343/693, d1=0.697, d2=0.616 g=0.886
2/2 [==============================] - 0s 13ms/step
>2, 344/693, d1=0.672, d2=0.682 g=0.951
2/2 [==============================] - 0s 13ms/step
>2, 345/693, d1=0.679, d2=0.627 g=0.855
2/2 [==============================] - 0s 14ms/step
>2, 346/693, d1=0.699, d2=0.662 g=0.831
2/2 [==============================] - 0s 12ms/step
>2, 347/693, d1=0.652, d2=0.672 g=0.875
2/2 [==============================] - 0s 12ms/step
>2, 348/693, d1=0.701, d2=0.656 g=0.852
2/2 [==============================] - 0s 13ms/step
>2, 349/693, d1=0.725, d2=0.666 g=0.935
2/2 [==============================] - 0s 13ms/step
>2, 350/693, d1=0.652, d2=0.694 g=0.890
2/2 [==============================] - 0s 13ms/step
>2, 351/693, d1=0.670, d2=0.718 g=0.921
2/2 [==============================] - 0s 13ms/step
>2, 352/693, d1=0.706, d2=0.641 g=0.878
2/2 [==============================] - 0s 12ms/step
>2, 353/693, d1=0.685, d2=0.623 g=0.883
2/2 [==============================] - 0s 13ms/step
>2, 354/693, d1=0.666, d2=0.630 g=0.818
2/2 [==============================] - 0s 13ms/step
>2, 355/693, d1=0.685, d2=0.657 g=0.980
2/2 [==============================] - 0s 12ms/step
>2, 356/693, d1=0.666, d2=0.652 g=0.915
2/2 [==============================] - 0s 14ms/step
>2, 357/693, d1=0.663, d2=0.629 g=0.851
2/2 [==============================] - 0s 12ms/step
>2, 358/693, d1=0.688, d2=0.665 g=0.892
2/2 [==============================] - 0s 13ms/step
>2, 359/693, d1=0.697, d2=0.662 g=0.778
2/2 [==============================] - 0s 14ms/step
>2, 360/693, d1=0.675, d2=0.693 g=0.851
2/2 [==============================] - 0s 13ms/step
>2, 361/693, d1=0.666, d2=0.655 g=0.835
2/2 [==============================] - 0s 13ms/step
>2, 362/693, d1=0.654, d2=0.684 g=0.808
2/2 [==============================] - 0s 14ms/step
>2, 363/693, d1=0.654, d2=0.684 g=0.837
2/2 [==============================] - 0s 12ms/step
>2, 364/693, d1=0.675, d2=0.654 g=0.851
2/2 [==============================] - 0s 12ms/step
>2, 365/693, d1=0.675, d2=0.672 g=0.847
2/2 [==============================] - 0s 12ms/step
>2, 366/693, d1=0.697, d2=0.656 g=0.888
2/2 [==============================] - 0s 13ms/step
>2, 367/693, d1=0.644, d2=0.639 g=0.912
2/2 [==============================] - 0s 12ms/step
>2, 368/693, d1=0.711, d2=0.622 g=0.918
2/2 [==============================] - 0s 13ms/step
>2, 369/693, d1=0.676, d2=0.650 g=0.879
2/2 [==============================] - 0s 12ms/step
>2, 370/693, d1=0.723, d2=0.668 g=0.882
2/2 [==============================] - 0s 13ms/step
>2, 371/693, d1=0.722, d2=0.665 g=0.898
2/2 [==============================] - 0s 13ms/step
>2, 372/693, d1=0.683, d2=0.678 g=0.810
2/2 [==============================] - 0s 13ms/step
>2, 373/693, d1=0.675, d2=0.661 g=0.822
2/2 [==============================] - 0s 14ms/step
>2, 374/693, d1=0.662, d2=0.656 g=0.860
2/2 [==============================] - 0s 12ms/step
>2, 375/693, d1=0.665, d2=0.658 g=0.833
2/2 [==============================] - 0s 16ms/step
>2, 376/693, d1=0.622, d2=0.690 g=0.856
2/2 [==============================] - 0s 14ms/step
>2, 377/693, d1=0.670, d2=0.642 g=0.876
2/2 [==============================] - 0s 14ms/step
>2, 378/693, d1=0.669, d2=0.640 g=0.833
2/2 [==============================] - 0s 12ms/step
>2, 379/693, d1=0.681, d2=0.685 g=0.876
2/2 [==============================] - 0s 13ms/step
>2, 380/693, d1=0.666, d2=0.649 g=0.836
2/2 [==============================] - 0s 12ms/step
>2, 381/693, d1=0.639, d2=0.672 g=0.852
2/2 [==============================] - 0s 13ms/step
>2, 382/693, d1=0.671, d2=0.664 g=0.879
2/2 [==============================] - 0s 12ms/step
>2, 383/693, d1=0.669, d2=0.655 g=0.878
2/2 [==============================] - 0s 14ms/step
>2, 384/693, d1=0.637, d2=0.647 g=0.909
2/2 [==============================] - 0s 14ms/step
>2, 385/693, d1=0.678, d2=0.654 g=0.867
2/2 [==============================] - 0s 13ms/step
>2, 386/693, d1=0.669, d2=0.669 g=0.912
2/2 [==============================] - 0s 14ms/step
>2, 387/693, d1=0.665, d2=0.641 g=0.895
2/2 [==============================] - 0s 12ms/step
>2, 388/693, d1=0.690, d2=0.649 g=0.871
2/2 [==============================] - 0s 12ms/step
>2, 389/693, d1=0.686, d2=0.639 g=0.879
2/2 [==============================] - 0s 13ms/step
>2, 390/693, d1=0.709, d2=0.674 g=0.867
2/2 [==============================] - 0s 15ms/step
>2, 391/693, d1=0.673, d2=0.608 g=0.841
2/2 [==============================] - 0s 13ms/step
>2, 392/693, d1=0.648, d2=0.676 g=0.891
2/2 [==============================] - 0s 15ms/step
>2, 393/693, d1=0.672, d2=0.651 g=0.833
2/2 [==============================] - 0s 14ms/step
>2, 394/693, d1=0.667, d2=0.656 g=0.933
2/2 [==============================] - 0s 13ms/step
>2, 395/693, d1=0.681, d2=0.655 g=1.012
2/2 [==============================] - 0s 13ms/step
>2, 396/693, d1=0.688, d2=0.645 g=0.911
2/2 [==============================] - 0s 14ms/step
>2, 397/693, d1=0.712, d2=0.630 g=0.863
2/2 [==============================] - 0s 12ms/step
>2, 398/693, d1=0.680, d2=0.632 g=0.907
2/2 [==============================] - 0s 13ms/step
>2, 399/693, d1=0.665, d2=0.643 g=0.831
2/2 [==============================] - 0s 13ms/step
>2, 400/693, d1=0.647, d2=0.679 g=0.826
2/2 [==============================] - 0s 12ms/step
>2, 401/693, d1=0.671, d2=0.645 g=0.915
2/2 [==============================] - 0s 14ms/step
>2, 402/693, d1=0.669, d2=0.643 g=0.883
2/2 [==============================] - 0s 14ms/step
>2, 403/693, d1=0.674, d2=0.638 g=0.853
2/2 [==============================] - 0s 12ms/step
>2, 404/693, d1=0.658, d2=0.644 g=0.929
2/2 [==============================] - 0s 13ms/step
>2, 405/693, d1=0.637, d2=0.640 g=0.947
2/2 [==============================] - 0s 14ms/step
>2, 406/693, d1=0.657, d2=0.620 g=0.868
2/2 [==============================] - 0s 12ms/step
>2, 407/693, d1=0.688, d2=0.644 g=0.887
2/2 [==============================] - 0s 14ms/step
>2, 408/693, d1=0.644, d2=0.683 g=0.852
2/2 [==============================] - 0s 14ms/step
>2, 409/693, d1=0.642, d2=0.675 g=0.862
2/2 [==============================] - 0s 13ms/step
>2, 410/693, d1=0.739, d2=0.625 g=0.867
2/2 [==============================] - 0s 13ms/step
>2, 411/693, d1=0.655, d2=0.630 g=0.983
2/2 [==============================] - 0s 14ms/step
>2, 412/693, d1=0.689, d2=0.593 g=0.924
2/2 [==============================] - 0s 12ms/step
>2, 413/693, d1=0.678, d2=0.587 g=0.893
2/2 [==============================] - 0s 13ms/step
>2, 414/693, d1=0.664, d2=0.667 g=0.977
2/2 [==============================] - 0s 13ms/step
>2, 415/693, d1=0.685, d2=0.624 g=0.956
2/2 [==============================] - 0s 14ms/step
>2, 416/693, d1=0.688, d2=0.625 g=0.872
2/2 [==============================] - 0s 14ms/step
>2, 417/693, d1=0.670, d2=0.659 g=0.894
2/2 [==============================] - 0s 13ms/step
>2, 418/693, d1=0.656, d2=0.637 g=0.905
2/2 [==============================] - 0s 14ms/step
>2, 419/693, d1=0.695, d2=0.617 g=0.886
2/2 [==============================] - 0s 13ms/step
>2, 420/693, d1=0.664, d2=0.665 g=0.826
2/2 [==============================] - 0s 12ms/step
>2, 421/693, d1=0.643, d2=0.646 g=0.836
2/2 [==============================] - 0s 13ms/step
>2, 422/693, d1=0.614, d2=0.651 g=0.860
2/2 [==============================] - 0s 12ms/step
>2, 423/693, d1=0.670, d2=0.692 g=0.964
2/2 [==============================] - 0s 14ms/step
>2, 424/693, d1=0.654, d2=0.687 g=0.966
2/2 [==============================] - 0s 12ms/step
>2, 425/693, d1=0.645, d2=0.637 g=0.822
2/2 [==============================] - 0s 13ms/step
>2, 426/693, d1=0.655, d2=0.661 g=0.856
2/2 [==============================] - 0s 14ms/step
>2, 427/693, d1=0.605, d2=0.653 g=0.816
2/2 [==============================] - 0s 13ms/step
>2, 428/693, d1=0.622, d2=0.667 g=0.918
2/2 [==============================] - 0s 13ms/step
>2, 429/693, d1=0.657, d2=0.671 g=0.896
2/2 [==============================] - 0s 12ms/step
>2, 430/693, d1=0.662, d2=0.610 g=0.930
2/2 [==============================] - 0s 15ms/step
>2, 431/693, d1=0.670, d2=0.665 g=0.887
2/2 [==============================] - 0s 12ms/step
>2, 432/693, d1=0.643, d2=0.604 g=0.864
2/2 [==============================] - 0s 14ms/step
>2, 433/693, d1=0.657, d2=0.627 g=0.967
2/2 [==============================] - 0s 11ms/step
>2, 434/693, d1=0.672, d2=0.618 g=0.928
2/2 [==============================] - 0s 13ms/step
>2, 435/693, d1=0.621, d2=0.667 g=0.894
2/2 [==============================] - 0s 13ms/step
>2, 436/693, d1=0.639, d2=0.654 g=0.897
2/2 [==============================] - 0s 13ms/step
>2, 437/693, d1=0.687, d2=0.669 g=0.892
2/2 [==============================] - 0s 12ms/step
>2, 438/693, d1=0.677, d2=0.641 g=0.947
2/2 [==============================] - 0s 13ms/step
>2, 439/693, d1=0.661, d2=0.665 g=0.930
2/2 [==============================] - 0s 13ms/step
>2, 440/693, d1=0.645, d2=0.615 g=0.979
2/2 [==============================] - 0s 14ms/step
>2, 441/693, d1=0.673, d2=0.679 g=0.824
2/2 [==============================] - 0s 12ms/step
>2, 442/693, d1=0.684, d2=0.618 g=0.921
2/2 [==============================] - 0s 13ms/step
>2, 443/693, d1=0.674, d2=0.690 g=0.876
2/2 [==============================] - 0s 12ms/step
>2, 444/693, d1=0.655, d2=0.651 g=0.864
2/2 [==============================] - 0s 13ms/step
>2, 445/693, d1=0.646, d2=0.677 g=0.921
2/2 [==============================] - 0s 11ms/step
>2, 446/693, d1=0.667, d2=0.679 g=0.910
2/2 [==============================] - 0s 13ms/step
>2, 447/693, d1=0.634, d2=0.666 g=0.851
2/2 [==============================] - 0s 13ms/step
>2, 448/693, d1=0.655, d2=0.673 g=0.871
2/2 [==============================] - 0s 14ms/step
>2, 449/693, d1=0.673, d2=0.692 g=0.954
2/2 [==============================] - 0s 13ms/step
>2, 450/693, d1=0.646, d2=0.683 g=0.966
2/2 [==============================] - 0s 12ms/step
>2, 451/693, d1=0.649, d2=0.647 g=0.887
2/2 [==============================] - 0s 14ms/step
>2, 452/693, d1=0.694, d2=0.658 g=0.942
2/2 [==============================] - 0s 14ms/step
>2, 453/693, d1=0.706, d2=0.668 g=0.881
2/2 [==============================] - 0s 13ms/step
>2, 454/693, d1=0.661, d2=0.627 g=0.998
2/2 [==============================] - 0s 13ms/step
>2, 455/693, d1=0.688, d2=0.670 g=0.880
2/2 [==============================] - 0s 12ms/step
>2, 456/693, d1=0.650, d2=0.674 g=0.826
2/2 [==============================] - 0s 13ms/step
>2, 457/693, d1=0.633, d2=0.637 g=0.902
2/2 [==============================] - 0s 13ms/step
>2, 458/693, d1=0.649, d2=0.625 g=0.913
2/2 [==============================] - 0s 13ms/step
>2, 459/693, d1=0.664, d2=0.647 g=1.090
2/2 [==============================] - 0s 13ms/step
>2, 460/693, d1=0.660, d2=0.619 g=0.970
2/2 [==============================] - 0s 13ms/step
>2, 461/693, d1=0.675, d2=0.613 g=0.895
2/2 [==============================] - 0s 14ms/step
>2, 462/693, d1=0.695, d2=0.632 g=0.983
2/2 [==============================] - 0s 13ms/step
>2, 463/693, d1=0.687, d2=0.696 g=0.989
2/2 [==============================] - 0s 14ms/step
>2, 464/693, d1=0.679, d2=0.672 g=0.962
2/2 [==============================] - 0s 13ms/step
>2, 465/693, d1=0.649, d2=0.631 g=0.911
2/2 [==============================] - 0s 13ms/step
>2, 466/693, d1=0.701, d2=0.602 g=0.925
2/2 [==============================] - 0s 12ms/step
>2, 467/693, d1=0.642, d2=0.691 g=0.921
2/2 [==============================] - 0s 13ms/step
>2, 468/693, d1=0.612, d2=0.618 g=0.831
2/2 [==============================] - 0s 13ms/step
>2, 469/693, d1=0.633, d2=0.670 g=0.912
2/2 [==============================] - 0s 13ms/step
>2, 470/693, d1=0.638, d2=0.635 g=0.894
2/2 [==============================] - 0s 12ms/step
>2, 471/693, d1=0.640, d2=0.641 g=0.876
2/2 [==============================] - 0s 13ms/step
>2, 472/693, d1=0.654, d2=0.631 g=0.995
2/2 [==============================] - 0s 12ms/step
>2, 473/693, d1=0.646, d2=0.650 g=0.950
2/2 [==============================] - 0s 12ms/step
>2, 474/693, d1=0.656, d2=0.622 g=1.044
2/2 [==============================] - 0s 14ms/step
>2, 475/693, d1=0.628, d2=0.678 g=1.009
2/2 [==============================] - 0s 12ms/step
>2, 476/693, d1=0.646, d2=0.635 g=0.977
2/2 [==============================] - 0s 13ms/step
>2, 477/693, d1=0.661, d2=0.601 g=0.876
2/2 [==============================] - 0s 13ms/step
>2, 478/693, d1=0.647, d2=0.602 g=0.917
2/2 [==============================] - 0s 14ms/step
>2, 479/693, d1=0.640, d2=0.636 g=1.004
2/2 [==============================] - 0s 13ms/step
>2, 480/693, d1=0.681, d2=0.631 g=0.940
2/2 [==============================] - 0s 13ms/step
>2, 481/693, d1=0.684, d2=0.622 g=0.999
2/2 [==============================] - 0s 12ms/step
>2, 482/693, d1=0.674, d2=0.663 g=1.035
2/2 [==============================] - 0s 13ms/step
>2, 483/693, d1=0.634, d2=0.632 g=0.993
2/2 [==============================] - 0s 14ms/step
>2, 484/693, d1=0.652, d2=0.663 g=0.883
2/2 [==============================] - 0s 13ms/step
>2, 485/693, d1=0.679, d2=0.622 g=1.006
2/2 [==============================] - 0s 12ms/step
>2, 486/693, d1=0.636, d2=0.590 g=1.019
2/2 [==============================] - 0s 11ms/step
>2, 487/693, d1=0.656, d2=0.647 g=0.871
2/2 [==============================] - 0s 14ms/step
>2, 488/693, d1=0.674, d2=0.656 g=1.022
2/2 [==============================] - 0s 13ms/step
>2, 489/693, d1=0.615, d2=0.729 g=0.902
2/2 [==============================] - 0s 13ms/step
>2, 490/693, d1=0.650, d2=0.666 g=0.918
2/2 [==============================] - 0s 11ms/step
>2, 491/693, d1=0.657, d2=0.619 g=0.956
2/2 [==============================] - 0s 12ms/step
>2, 492/693, d1=0.657, d2=0.614 g=0.970
2/2 [==============================] - 0s 13ms/step
>2, 493/693, d1=0.645, d2=0.610 g=0.948
2/2 [==============================] - 0s 13ms/step
>2, 494/693, d1=0.675, d2=0.584 g=1.031
2/2 [==============================] - 0s 12ms/step
>2, 495/693, d1=0.674, d2=0.630 g=0.918
2/2 [==============================] - 0s 13ms/step
>2, 496/693, d1=0.677, d2=0.661 g=1.018
2/2 [==============================] - 0s 14ms/step
>2, 497/693, d1=0.687, d2=0.675 g=0.984
2/2 [==============================] - 0s 12ms/step
>2, 498/693, d1=0.609, d2=0.640 g=0.939
2/2 [==============================] - 0s 13ms/step
>2, 499/693, d1=0.643, d2=0.616 g=0.989
2/2 [==============================] - 0s 12ms/step
>2, 500/693, d1=0.625, d2=0.615 g=0.988
2/2 [==============================] - 0s 13ms/step
>2, 501/693, d1=0.639, d2=0.644 g=0.927
2/2 [==============================] - 0s 13ms/step
>2, 502/693, d1=0.661, d2=0.691 g=1.053
2/2 [==============================] - 0s 12ms/step
>2, 503/693, d1=0.626, d2=0.639 g=1.054
2/2 [==============================] - 0s 13ms/step
>2, 504/693, d1=0.629, d2=0.627 g=0.936
2/2 [==============================] - 0s 12ms/step
>2, 505/693, d1=0.643, d2=0.575 g=0.971
2/2 [==============================] - 0s 11ms/step
>2, 506/693, d1=0.664, d2=0.651 g=0.946
2/2 [==============================] - 0s 12ms/step
>2, 507/693, d1=0.625, d2=0.640 g=0.988
2/2 [==============================] - 0s 12ms/step
>2, 508/693, d1=0.682, d2=0.711 g=0.960
2/2 [==============================] - 0s 13ms/step
>2, 509/693, d1=0.654, d2=0.677 g=0.931
2/2 [==============================] - 0s 13ms/step
>2, 510/693, d1=0.614, d2=0.616 g=1.012
2/2 [==============================] - 0s 12ms/step
>2, 511/693, d1=0.642, d2=0.622 g=1.047
2/2 [==============================] - 0s 13ms/step
>2, 512/693, d1=0.643, d2=0.664 g=0.974
2/2 [==============================] - 0s 12ms/step
>2, 513/693, d1=0.674, d2=0.625 g=1.022
2/2 [==============================] - 0s 13ms/step
>2, 514/693, d1=0.668, d2=0.631 g=0.985
2/2 [==============================] - 0s 14ms/step
>2, 515/693, d1=0.729, d2=0.584 g=1.058
2/2 [==============================] - 0s 13ms/step
>2, 516/693, d1=0.641, d2=0.612 g=0.856
2/2 [==============================] - 0s 14ms/step
>2, 517/693, d1=0.667, d2=0.645 g=0.901
2/2 [==============================] - 0s 13ms/step
>2, 518/693, d1=0.635, d2=0.685 g=0.888
2/2 [==============================] - 0s 12ms/step
>2, 519/693, d1=0.651, d2=0.679 g=0.917
2/2 [==============================] - 0s 13ms/step
>2, 520/693, d1=0.649, d2=0.607 g=1.067
2/2 [==============================] - 0s 14ms/step
>2, 521/693, d1=0.640, d2=0.645 g=0.961
2/2 [==============================] - 0s 14ms/step
>2, 522/693, d1=0.637, d2=0.666 g=0.926
2/2 [==============================] - 0s 14ms/step
>2, 523/693, d1=0.633, d2=0.625 g=0.902
2/2 [==============================] - 0s 11ms/step
>2, 524/693, d1=0.612, d2=0.676 g=0.846
2/2 [==============================] - 0s 13ms/step
>2, 525/693, d1=0.615, d2=0.662 g=0.974
2/2 [==============================] - 0s 13ms/step
>2, 526/693, d1=0.643, d2=0.668 g=1.003
2/2 [==============================] - 0s 12ms/step
>2, 527/693, d1=0.638, d2=0.630 g=0.948
2/2 [==============================] - 0s 13ms/step
>2, 528/693, d1=0.647, d2=0.573 g=1.086
2/2 [==============================] - 0s 14ms/step
>2, 529/693, d1=0.683, d2=0.667 g=0.891
2/2 [==============================] - 0s 12ms/step
>2, 530/693, d1=0.663, d2=0.662 g=1.038
2/2 [==============================] - 0s 13ms/step
>2, 531/693, d1=0.631, d2=0.596 g=0.915
2/2 [==============================] - 0s 13ms/step
>2, 532/693, d1=0.614, d2=0.664 g=0.923
2/2 [==============================] - 0s 13ms/step
>2, 533/693, d1=0.634, d2=0.644 g=1.046
2/2 [==============================] - 0s 12ms/step
>2, 534/693, d1=0.663, d2=0.586 g=0.944
2/2 [==============================] - 0s 11ms/step
>2, 535/693, d1=0.634, d2=0.609 g=1.016
2/2 [==============================] - 0s 13ms/step
>2, 536/693, d1=0.614, d2=0.668 g=1.001
2/2 [==============================] - 0s 13ms/step
>2, 537/693, d1=0.647, d2=0.634 g=0.973
2/2 [==============================] - 0s 12ms/step
>2, 538/693, d1=0.673, d2=0.584 g=1.051
2/2 [==============================] - 0s 13ms/step
>2, 539/693, d1=0.624, d2=0.644 g=1.004
2/2 [==============================] - 0s 12ms/step
>2, 540/693, d1=0.650, d2=0.652 g=0.959
2/2 [==============================] - 0s 15ms/step
>2, 541/693, d1=0.660, d2=0.634 g=0.985
2/2 [==============================] - 0s 14ms/step
>2, 542/693, d1=0.629, d2=0.658 g=0.963
2/2 [==============================] - 0s 13ms/step
>2, 543/693, d1=0.653, d2=0.595 g=1.092
2/2 [==============================] - 0s 13ms/step
>2, 544/693, d1=0.612, d2=0.638 g=0.966
2/2 [==============================] - 0s 14ms/step
>2, 545/693, d1=0.604, d2=0.679 g=0.978
2/2 [==============================] - 0s 13ms/step
>2, 546/693, d1=0.631, d2=0.609 g=1.125
2/2 [==============================] - 0s 14ms/step
>2, 547/693, d1=0.619, d2=0.636 g=0.968
2/2 [==============================] - 0s 13ms/step
>2, 548/693, d1=0.609, d2=0.682 g=0.928
2/2 [==============================] - 0s 14ms/step
>2, 549/693, d1=0.671, d2=0.630 g=1.001
2/2 [==============================] - 0s 13ms/step
>2, 550/693, d1=0.650, d2=0.606 g=1.043
2/2 [==============================] - 0s 13ms/step
>2, 551/693, d1=0.660, d2=0.614 g=0.868
2/2 [==============================] - 0s 13ms/step
>2, 552/693, d1=0.672, d2=0.666 g=0.979
2/2 [==============================] - 0s 13ms/step
>2, 553/693, d1=0.641, d2=0.635 g=0.940
2/2 [==============================] - 0s 13ms/step
>2, 554/693, d1=0.647, d2=0.625 g=1.126
2/2 [==============================] - 0s 14ms/step
>2, 555/693, d1=0.639, d2=0.657 g=1.078
2/2 [==============================] - 0s 14ms/step
>2, 556/693, d1=0.631, d2=0.635 g=0.904
2/2 [==============================] - 0s 13ms/step
>2, 557/693, d1=0.637, d2=0.613 g=1.074
2/2 [==============================] - 0s 15ms/step
>2, 558/693, d1=0.657, d2=0.652 g=1.031
2/2 [==============================] - 0s 14ms/step
>2, 559/693, d1=0.606, d2=0.666 g=0.955
2/2 [==============================] - 0s 13ms/step
>2, 560/693, d1=0.599, d2=0.663 g=0.973
2/2 [==============================] - 0s 15ms/step
>2, 561/693, d1=0.678, d2=0.624 g=0.934
2/2 [==============================] - 0s 12ms/step
>2, 562/693, d1=0.639, d2=0.600 g=0.883
2/2 [==============================] - 0s 13ms/step
>2, 563/693, d1=0.605, d2=0.630 g=1.195
2/2 [==============================] - 0s 14ms/step
>2, 564/693, d1=0.628, d2=0.655 g=1.048
2/2 [==============================] - 0s 14ms/step
>2, 565/693, d1=0.616, d2=0.655 g=1.131
2/2 [==============================] - 0s 14ms/step
>2, 566/693, d1=0.663, d2=0.629 g=1.024
2/2 [==============================] - 0s 14ms/step
>2, 567/693, d1=0.706, d2=0.579 g=1.033
2/2 [==============================] - 0s 15ms/step
>2, 568/693, d1=0.646, d2=0.671 g=0.999
2/2 [==============================] - 0s 13ms/step
>2, 569/693, d1=0.653, d2=0.663 g=0.910
2/2 [==============================] - 0s 14ms/step
>2, 570/693, d1=0.600, d2=0.604 g=1.195
2/2 [==============================] - 0s 13ms/step
>2, 571/693, d1=0.644, d2=0.669 g=1.044
2/2 [==============================] - 0s 14ms/step
>2, 572/693, d1=0.604, d2=0.630 g=0.983
2/2 [==============================] - 0s 12ms/step
>2, 573/693, d1=0.624, d2=0.629 g=0.903
2/2 [==============================] - 0s 15ms/step
>2, 574/693, d1=0.613, d2=0.650 g=1.071
2/2 [==============================] - 0s 14ms/step
>2, 575/693, d1=0.564, d2=0.624 g=1.007
2/2 [==============================] - 0s 13ms/step
>2, 576/693, d1=0.634, d2=0.635 g=0.863
2/2 [==============================] - 0s 13ms/step
>2, 577/693, d1=0.593, d2=0.617 g=0.914
2/2 [==============================] - 0s 14ms/step
>2, 578/693, d1=0.620, d2=0.628 g=1.282
2/2 [==============================] - 0s 13ms/step
>2, 579/693, d1=0.641, d2=0.642 g=1.055
2/2 [==============================] - 0s 14ms/step
>2, 580/693, d1=0.611, d2=0.643 g=1.010
2/2 [==============================] - 0s 13ms/step
>2, 581/693, d1=0.595, d2=0.644 g=0.970
2/2 [==============================] - 0s 13ms/step
>2, 582/693, d1=0.629, d2=0.615 g=1.015
2/2 [==============================] - 0s 14ms/step
>2, 583/693, d1=0.586, d2=0.631 g=1.105
2/2 [==============================] - 0s 14ms/step
>2, 584/693, d1=0.596, d2=0.649 g=1.101
2/2 [==============================] - 0s 13ms/step
>2, 585/693, d1=0.590, d2=0.597 g=1.047
2/2 [==============================] - 0s 14ms/step
>2, 586/693, d1=0.565, d2=0.631 g=1.101
2/2 [==============================] - 0s 13ms/step
>2, 587/693, d1=0.554, d2=0.625 g=1.262
2/2 [==============================] - 0s 14ms/step
>2, 588/693, d1=0.681, d2=0.617 g=1.166
2/2 [==============================] - 0s 14ms/step
>2, 589/693, d1=0.645, d2=0.607 g=1.147
2/2 [==============================] - 0s 13ms/step
>2, 590/693, d1=0.613, d2=0.639 g=1.129
2/2 [==============================] - 0s 14ms/step
>2, 591/693, d1=0.572, d2=0.697 g=1.170
2/2 [==============================] - 0s 14ms/step
>2, 592/693, d1=0.583, d2=0.578 g=1.130
2/2 [==============================] - 0s 13ms/step
>2, 593/693, d1=0.597, d2=0.637 g=1.144
2/2 [==============================] - 0s 15ms/step
>2, 594/693, d1=0.666, d2=0.647 g=1.074
2/2 [==============================] - 0s 13ms/step
>2, 595/693, d1=0.590, d2=0.639 g=1.061
2/2 [==============================] - 0s 14ms/step
>2, 596/693, d1=0.689, d2=0.616 g=1.144
2/2 [==============================] - 0s 14ms/step
>2, 597/693, d1=0.623, d2=0.656 g=1.032
2/2 [==============================] - 0s 13ms/step
>2, 598/693, d1=0.608, d2=0.624 g=1.054
2/2 [==============================] - 0s 14ms/step
>2, 599/693, d1=0.647, d2=0.671 g=1.228
2/2 [==============================] - 0s 14ms/step
>2, 600/693, d1=0.626, d2=0.648 g=1.066
2/2 [==============================] - 0s 14ms/step
>2, 601/693, d1=0.676, d2=0.659 g=1.314
2/2 [==============================] - 0s 14ms/step
>2, 602/693, d1=0.632, d2=0.632 g=1.176
2/2 [==============================] - 0s 14ms/step
>2, 603/693, d1=0.608, d2=0.653 g=1.219
2/2 [==============================] - 0s 13ms/step
>2, 604/693, d1=0.635, d2=0.585 g=1.081
2/2 [==============================] - 0s 14ms/step
>2, 605/693, d1=0.671, d2=0.561 g=1.146
2/2 [==============================] - 0s 15ms/step
>2, 606/693, d1=0.626, d2=0.664 g=1.010
2/2 [==============================] - 0s 12ms/step
>2, 607/693, d1=0.575, d2=0.661 g=1.167
2/2 [==============================] - 0s 14ms/step
>2, 608/693, d1=0.636, d2=0.623 g=1.112
2/2 [==============================] - 0s 14ms/step
>2, 609/693, d1=0.615, d2=0.638 g=1.071
2/2 [==============================] - 0s 13ms/step
>2, 610/693, d1=0.617, d2=0.620 g=1.021
2/2 [==============================] - 0s 14ms/step
>2, 611/693, d1=0.568, d2=0.698 g=1.084
2/2 [==============================] - 0s 14ms/step
>2, 612/693, d1=0.602, d2=0.602 g=1.180
2/2 [==============================] - 0s 13ms/step
>2, 613/693, d1=0.637, d2=0.592 g=1.008
2/2 [==============================] - 0s 13ms/step
>2, 614/693, d1=0.641, d2=0.638 g=1.146
2/2 [==============================] - 0s 14ms/step
>2, 615/693, d1=0.628, d2=0.609 g=1.018
2/2 [==============================] - 0s 14ms/step
>2, 616/693, d1=0.636, d2=0.548 g=1.002
2/2 [==============================] - 0s 13ms/step
>2, 617/693, d1=0.580, d2=0.673 g=1.145
2/2 [==============================] - 0s 14ms/step
>2, 618/693, d1=0.594, d2=0.635 g=1.363
2/2 [==============================] - 0s 14ms/step
>2, 619/693, d1=0.633, d2=0.638 g=1.194
2/2 [==============================] - 0s 13ms/step
>2, 620/693, d1=0.594, d2=0.650 g=1.211
2/2 [==============================] - 0s 14ms/step
>2, 621/693, d1=0.618, d2=0.641 g=1.147
2/2 [==============================] - 0s 14ms/step
>2, 622/693, d1=0.616, d2=0.634 g=0.968
2/2 [==============================] - 0s 14ms/step
>2, 623/693, d1=0.606, d2=0.682 g=1.065
2/2 [==============================] - 0s 15ms/step
>2, 624/693, d1=0.631, d2=0.642 g=1.202
2/2 [==============================] - 0s 14ms/step
>2, 625/693, d1=0.668, d2=0.636 g=1.054
2/2 [==============================] - 0s 14ms/step
>2, 626/693, d1=0.600, d2=0.609 g=1.106
2/2 [==============================] - 0s 13ms/step
>2, 627/693, d1=0.600, d2=0.558 g=1.074
2/2 [==============================] - 0s 14ms/step
>2, 628/693, d1=0.610, d2=0.591 g=1.073
2/2 [==============================] - 0s 15ms/step
>2, 629/693, d1=0.623, d2=0.674 g=1.175
2/2 [==============================] - 0s 14ms/step
>2, 630/693, d1=0.610, d2=0.583 g=1.259
2/2 [==============================] - 0s 13ms/step
>2, 631/693, d1=0.614, d2=0.622 g=0.999
2/2 [==============================] - 0s 15ms/step
>2, 632/693, d1=0.620, d2=0.588 g=1.340
2/2 [==============================] - 0s 14ms/step
>2, 633/693, d1=0.634, d2=0.690 g=0.992
2/2 [==============================] - 0s 14ms/step
>2, 634/693, d1=0.598, d2=0.639 g=1.271
2/2 [==============================] - 0s 13ms/step
>2, 635/693, d1=0.568, d2=0.671 g=0.976
2/2 [==============================] - 0s 14ms/step
>2, 636/693, d1=0.641, d2=0.656 g=0.985
2/2 [==============================] - 0s 15ms/step
>2, 637/693, d1=0.639, d2=0.638 g=1.087
2/2 [==============================] - 0s 14ms/step
>2, 638/693, d1=0.603, d2=0.670 g=1.077
2/2 [==============================] - 0s 14ms/step
>2, 639/693, d1=0.614, d2=0.595 g=1.271
2/2 [==============================] - 0s 14ms/step
>2, 640/693, d1=0.621, d2=0.554 g=1.123
2/2 [==============================] - 0s 14ms/step
>2, 641/693, d1=0.672, d2=0.643 g=1.115
2/2 [==============================] - 0s 14ms/step
>2, 642/693, d1=0.574, d2=0.590 g=1.053
2/2 [==============================] - 0s 14ms/step
>2, 643/693, d1=0.634, d2=0.611 g=1.188
2/2 [==============================] - 0s 15ms/step
>2, 644/693, d1=0.633, d2=0.633 g=1.265
2/2 [==============================] - 0s 14ms/step
>2, 645/693, d1=0.567, d2=0.615 g=1.123
2/2 [==============================] - 0s 13ms/step
>2, 646/693, d1=0.656, d2=0.653 g=1.107
2/2 [==============================] - 0s 14ms/step
>2, 647/693, d1=0.642, d2=0.668 g=1.717
2/2 [==============================] - 0s 14ms/step
>2, 648/693, d1=0.562, d2=0.625 g=1.078
2/2 [==============================] - 0s 13ms/step
>2, 649/693, d1=0.595, d2=0.586 g=1.187
2/2 [==============================] - 0s 11ms/step
>2, 650/693, d1=0.556, d2=0.573 g=1.266
2/2 [==============================] - 0s 13ms/step
>2, 651/693, d1=0.632, d2=0.539 g=1.080
2/2 [==============================] - 0s 14ms/step
>2, 652/693, d1=0.579, d2=0.678 g=1.167
2/2 [==============================] - 0s 14ms/step
>2, 653/693, d1=0.586, d2=0.586 g=1.190
2/2 [==============================] - 0s 14ms/step
>2, 654/693, d1=0.622, d2=0.608 g=1.329
2/2 [==============================] - 0s 14ms/step
>2, 655/693, d1=0.598, d2=0.549 g=1.359
2/2 [==============================] - 0s 14ms/step
>2, 656/693, d1=0.623, d2=0.603 g=1.323
2/2 [==============================] - 0s 14ms/step
>2, 657/693, d1=0.612, d2=0.618 g=1.420
2/2 [==============================] - 0s 13ms/step
>2, 658/693, d1=0.623, d2=0.583 g=0.942
2/2 [==============================] - 0s 13ms/step
>2, 659/693, d1=0.584, d2=0.668 g=1.113
2/2 [==============================] - 0s 13ms/step
>2, 660/693, d1=0.553, d2=0.687 g=1.280
2/2 [==============================] - 0s 13ms/step
>2, 661/693, d1=0.567, d2=0.631 g=1.672
2/2 [==============================] - 0s 12ms/step
>2, 662/693, d1=0.616, d2=0.579 g=1.011
2/2 [==============================] - 0s 12ms/step
>2, 663/693, d1=0.583, d2=0.689 g=1.335
2/2 [==============================] - 0s 13ms/step
>2, 664/693, d1=0.593, d2=0.672 g=1.166
2/2 [==============================] - 0s 14ms/step
>2, 665/693, d1=0.573, d2=0.627 g=1.145
2/2 [==============================] - 0s 11ms/step
>2, 666/693, d1=0.602, d2=0.642 g=1.351
2/2 [==============================] - 0s 13ms/step
>2, 667/693, d1=0.599, d2=0.534 g=1.126
2/2 [==============================] - 0s 13ms/step
>2, 668/693, d1=0.668, d2=0.605 g=1.383
2/2 [==============================] - 0s 15ms/step
>2, 669/693, d1=0.589, d2=0.616 g=1.062
2/2 [==============================] - 0s 13ms/step
>2, 670/693, d1=0.648, d2=0.722 g=0.989
2/2 [==============================] - 0s 14ms/step
>2, 671/693, d1=0.573, d2=0.622 g=1.032
2/2 [==============================] - 0s 13ms/step
>2, 672/693, d1=0.599, d2=0.575 g=1.331
2/2 [==============================] - 0s 14ms/step
>2, 673/693, d1=0.554, d2=0.567 g=1.185
2/2 [==============================] - 0s 12ms/step
>2, 674/693, d1=0.559, d2=0.665 g=1.045
2/2 [==============================] - 0s 13ms/step
>2, 675/693, d1=0.554, d2=0.649 g=1.227
2/2 [==============================] - 0s 12ms/step
>2, 676/693, d1=0.614, d2=0.592 g=1.064
2/2 [==============================] - 0s 12ms/step
>2, 677/693, d1=0.616, d2=0.641 g=1.085
2/2 [==============================] - 0s 13ms/step
>2, 678/693, d1=0.646, d2=0.579 g=1.224
2/2 [==============================] - 0s 13ms/step
>2, 679/693, d1=0.599, d2=0.603 g=1.277
2/2 [==============================] - 0s 14ms/step
>2, 680/693, d1=0.621, d2=0.540 g=1.164
2/2 [==============================] - 0s 14ms/step
>2, 681/693, d1=0.636, d2=0.568 g=1.492
2/2 [==============================] - 0s 12ms/step
>2, 682/693, d1=0.572, d2=0.650 g=1.191
2/2 [==============================] - 0s 13ms/step
>2, 683/693, d1=0.660, d2=0.657 g=1.275
2/2 [==============================] - 0s 13ms/step
>2, 684/693, d1=0.558, d2=0.593 g=1.047
2/2 [==============================] - 0s 12ms/step
>2, 685/693, d1=0.612, d2=0.630 g=1.343
2/2 [==============================] - 0s 13ms/step
>2, 686/693, d1=0.610, d2=0.570 g=1.331
2/2 [==============================] - 0s 12ms/step
>2, 687/693, d1=0.592, d2=0.583 g=1.381
2/2 [==============================] - 0s 14ms/step
>2, 688/693, d1=0.630, d2=0.614 g=1.283
2/2 [==============================] - 0s 13ms/step
>2, 689/693, d1=0.608, d2=0.671 g=1.131
2/2 [==============================] - 0s 13ms/step
>2, 690/693, d1=0.550, d2=0.605 g=1.238
2/2 [==============================] - 0s 14ms/step
>2, 691/693, d1=0.625, d2=0.686 g=1.112
2/2 [==============================] - 0s 13ms/step
>2, 692/693, d1=0.625, d2=0.590 g=1.199
2/2 [==============================] - 0s 15ms/step
>2, 693/693, d1=0.622, d2=0.590 g=1.250
2/2 [==============================] - 0s 13ms/step
>3, 1/693, d1=0.683, d2=0.592 g=1.148
2/2 [==============================] - 0s 13ms/step
>3, 2/693, d1=0.634, d2=0.643 g=1.145
2/2 [==============================] - 0s 13ms/step
>3, 3/693, d1=0.607, d2=0.625 g=1.563
2/2 [==============================] - 0s 12ms/step
>3, 4/693, d1=0.595, d2=0.541 g=1.328
2/2 [==============================] - 0s 14ms/step
>3, 5/693, d1=0.602, d2=0.663 g=1.311
2/2 [==============================] - 0s 13ms/step
>3, 6/693, d1=0.566, d2=0.680 g=1.302
2/2 [==============================] - 0s 14ms/step
>3, 7/693, d1=0.591, d2=0.587 g=1.360
2/2 [==============================] - 0s 13ms/step
>3, 8/693, d1=0.613, d2=0.667 g=1.372
2/2 [==============================] - 0s 13ms/step
>3, 9/693, d1=0.555, d2=0.600 g=1.411
2/2 [==============================] - 0s 13ms/step
>3, 10/693, d1=0.636, d2=0.591 g=1.260
2/2 [==============================] - 0s 13ms/step
>3, 11/693, d1=0.567, d2=0.542 g=1.183
2/2 [==============================] - 0s 14ms/step
>3, 12/693, d1=0.585, d2=0.622 g=1.292
2/2 [==============================] - 0s 11ms/step
>3, 13/693, d1=0.585, d2=0.636 g=1.229
2/2 [==============================] - 0s 13ms/step
>3, 14/693, d1=0.632, d2=0.670 g=1.254
2/2 [==============================] - 0s 13ms/step
>3, 15/693, d1=0.516, d2=0.652 g=1.388
2/2 [==============================] - 0s 11ms/step
>3, 16/693, d1=0.598, d2=0.603 g=1.041
2/2 [==============================] - 0s 12ms/step
>3, 17/693, d1=0.594, d2=0.569 g=1.252
2/2 [==============================] - 0s 14ms/step
>3, 18/693, d1=0.676, d2=0.610 g=1.152
2/2 [==============================] - 0s 14ms/step
>3, 19/693, d1=0.549, d2=0.696 g=1.357
2/2 [==============================] - 0s 13ms/step
>3, 20/693, d1=0.517, d2=0.650 g=1.131
2/2 [==============================] - 0s 12ms/step
>3, 21/693, d1=0.614, d2=0.675 g=1.279
2/2 [==============================] - 0s 13ms/step
>3, 22/693, d1=0.586, d2=0.606 g=1.275
2/2 [==============================] - 0s 12ms/step
>3, 23/693, d1=0.620, d2=0.640 g=1.179
2/2 [==============================] - 0s 13ms/step
>3, 24/693, d1=0.614, d2=0.555 g=1.135
2/2 [==============================] - 0s 12ms/step
>3, 25/693, d1=0.513, d2=0.604 g=1.256
2/2 [==============================] - 0s 14ms/step
>3, 26/693, d1=0.650, d2=0.659 g=1.332
2/2 [==============================] - 0s 13ms/step
>3, 27/693, d1=0.555, d2=0.626 g=1.415
2/2 [==============================] - 0s 13ms/step
>3, 28/693, d1=0.611, d2=0.587 g=1.255
2/2 [==============================] - 0s 13ms/step
>3, 29/693, d1=0.652, d2=0.675 g=1.337
2/2 [==============================] - 0s 12ms/step
>3, 30/693, d1=0.643, d2=0.581 g=1.262
2/2 [==============================] - 0s 12ms/step
>3, 31/693, d1=0.572, d2=0.630 g=1.243
2/2 [==============================] - 0s 14ms/step
>3, 32/693, d1=0.642, d2=0.579 g=1.348
2/2 [==============================] - 0s 13ms/step
>3, 33/693, d1=0.525, d2=0.677 g=1.052
2/2 [==============================] - 0s 13ms/step
>3, 34/693, d1=0.555, d2=0.589 g=1.264
2/2 [==============================] - 0s 13ms/step
>3, 35/693, d1=0.603, d2=0.640 g=1.114
2/2 [==============================] - 0s 13ms/step
>3, 36/693, d1=0.633, d2=0.639 g=1.270
2/2 [==============================] - 0s 14ms/step
>3, 37/693, d1=0.606, d2=0.542 g=1.328
2/2 [==============================] - 0s 11ms/step
>3, 38/693, d1=0.604, d2=0.631 g=1.077
2/2 [==============================] - 0s 14ms/step
>3, 39/693, d1=0.607, d2=0.613 g=1.095
2/2 [==============================] - 0s 13ms/step
>3, 40/693, d1=0.607, d2=0.610 g=1.409
2/2 [==============================] - 0s 12ms/step
>3, 41/693, d1=0.616, d2=0.647 g=1.199
2/2 [==============================] - 0s 15ms/step
>3, 42/693, d1=0.656, d2=0.669 g=1.230
2/2 [==============================] - 0s 13ms/step
>3, 43/693, d1=0.659, d2=0.717 g=1.270
2/2 [==============================] - 0s 11ms/step
>3, 44/693, d1=0.606, d2=0.653 g=1.325
2/2 [==============================] - 0s 14ms/step
>3, 45/693, d1=0.555, d2=0.713 g=1.325
2/2 [==============================] - 0s 13ms/step
>3, 46/693, d1=0.695, d2=0.731 g=1.060
2/2 [==============================] - 0s 12ms/step
>3, 47/693, d1=0.645, d2=0.676 g=1.433
2/2 [==============================] - 0s 13ms/step
>3, 48/693, d1=0.642, d2=0.615 g=1.217
2/2 [==============================] - 0s 13ms/step
>3, 49/693, d1=0.646, d2=0.616 g=1.233
2/2 [==============================] - 0s 12ms/step
>3, 50/693, d1=0.700, d2=0.624 g=1.007
2/2 [==============================] - 0s 12ms/step
>3, 51/693, d1=0.623, d2=0.686 g=1.334
2/2 [==============================] - 0s 14ms/step
>3, 52/693, d1=0.665, d2=0.604 g=1.110
2/2 [==============================] - 0s 12ms/step
>3, 53/693, d1=0.649, d2=0.661 g=1.367
2/2 [==============================] - 0s 14ms/step
>3, 54/693, d1=0.663, d2=0.610 g=1.227
2/2 [==============================] - 0s 14ms/step
>3, 55/693, d1=0.581, d2=0.643 g=1.370
2/2 [==============================] - 0s 12ms/step
>3, 56/693, d1=0.617, d2=0.664 g=1.119
2/2 [==============================] - 0s 11ms/step
>3, 57/693, d1=0.584, d2=0.730 g=1.066
2/2 [==============================] - 0s 14ms/step
>3, 58/693, d1=0.590, d2=0.665 g=1.156
2/2 [==============================] - 0s 13ms/step
>3, 59/693, d1=0.649, d2=0.566 g=1.182
2/2 [==============================] - 0s 13ms/step
>3, 60/693, d1=0.647, d2=0.589 g=1.210
2/2 [==============================] - 0s 13ms/step
>3, 61/693, d1=0.609, d2=0.596 g=1.093
2/2 [==============================] - 0s 14ms/step
>3, 62/693, d1=0.588, d2=0.625 g=1.285
2/2 [==============================] - 0s 13ms/step
>3, 63/693, d1=0.600, d2=0.690 g=1.282
2/2 [==============================] - 0s 12ms/step
>3, 64/693, d1=0.602, d2=0.606 g=1.312
2/2 [==============================] - 0s 14ms/step
>3, 65/693, d1=0.602, d2=0.605 g=1.172
2/2 [==============================] - 0s 13ms/step
>3, 66/693, d1=0.583, d2=0.649 g=1.312
2/2 [==============================] - 0s 14ms/step
>3, 67/693, d1=0.658, d2=0.745 g=1.011
2/2 [==============================] - 0s 11ms/step
>3, 68/693, d1=0.554, d2=0.584 g=1.165
2/2 [==============================] - 0s 12ms/step
>3, 69/693, d1=0.570, d2=0.625 g=1.325
2/2 [==============================] - 0s 14ms/step
>3, 70/693, d1=0.596, d2=0.612 g=1.363
2/2 [==============================] - 0s 13ms/step
>3, 71/693, d1=0.639, d2=0.578 g=1.359
2/2 [==============================] - 0s 12ms/step
>3, 72/693, d1=0.664, d2=0.596 g=1.138
2/2 [==============================] - 0s 13ms/step
>3, 73/693, d1=0.669, d2=0.688 g=1.171
2/2 [==============================] - 0s 13ms/step
>3, 74/693, d1=0.659, d2=0.606 g=1.349
2/2 [==============================] - 0s 13ms/step
>3, 75/693, d1=0.663, d2=0.638 g=1.272
2/2 [==============================] - 0s 14ms/step
>3, 76/693, d1=0.619, d2=0.562 g=1.488
2/2 [==============================] - 0s 11ms/step
>3, 77/693, d1=0.551, d2=0.731 g=1.233
2/2 [==============================] - 0s 12ms/step
>3, 78/693, d1=0.592, d2=0.647 g=1.216
2/2 [==============================] - 0s 14ms/step
>3, 79/693, d1=0.542, d2=0.691 g=1.314
2/2 [==============================] - 0s 13ms/step
>3, 80/693, d1=0.648, d2=0.589 g=1.409
2/2 [==============================] - 0s 13ms/step
>3, 81/693, d1=0.689, d2=0.570 g=1.243
2/2 [==============================] - 0s 13ms/step
>3, 82/693, d1=0.671, d2=0.600 g=1.108
2/2 [==============================] - 0s 12ms/step
>3, 83/693, d1=0.617, d2=0.776 g=1.123
2/2 [==============================] - 0s 12ms/step
>3, 84/693, d1=0.661, d2=0.692 g=1.160
2/2 [==============================] - 0s 14ms/step
>3, 85/693, d1=0.584, d2=0.637 g=1.396
2/2 [==============================] - 0s 13ms/step
>3, 86/693, d1=0.602, d2=0.579 g=1.587
2/2 [==============================] - 0s 14ms/step
>3, 87/693, d1=0.673, d2=0.665 g=1.358
2/2 [==============================] - 0s 13ms/step
>3, 88/693, d1=0.661, d2=0.614 g=1.201
2/2 [==============================] - 0s 13ms/step
>3, 89/693, d1=0.637, d2=0.673 g=1.302
2/2 [==============================] - 0s 12ms/step
>3, 90/693, d1=0.550, d2=0.639 g=0.967
2/2 [==============================] - 0s 13ms/step
>3, 91/693, d1=0.609, d2=0.592 g=1.284
2/2 [==============================] - 0s 14ms/step
>3, 92/693, d1=0.567, d2=0.568 g=0.996
2/2 [==============================] - 0s 13ms/step
>3, 93/693, d1=0.642, d2=0.629 g=1.285
2/2 [==============================] - 0s 11ms/step
>3, 94/693, d1=0.586, d2=0.627 g=1.191
2/2 [==============================] - 0s 13ms/step
>3, 95/693, d1=0.668, d2=0.653 g=1.030
2/2 [==============================] - 0s 13ms/step
>3, 96/693, d1=0.685, d2=0.605 g=1.113
2/2 [==============================] - 0s 13ms/step
>3, 97/693, d1=0.582, d2=0.668 g=1.248
2/2 [==============================] - 0s 13ms/step
>3, 98/693, d1=0.641, d2=0.613 g=1.461
2/2 [==============================] - 0s 12ms/step
>3, 99/693, d1=0.601, d2=0.525 g=1.190
2/2 [==============================] - 0s 12ms/step
>3, 100/693, d1=0.643, d2=0.672 g=0.996
2/2 [==============================] - 0s 12ms/step
>3, 101/693, d1=0.621, d2=0.668 g=1.112
2/2 [==============================] - 0s 14ms/step
>3, 102/693, d1=0.629, d2=0.606 g=1.242
2/2 [==============================] - 0s 13ms/step
>3, 103/693, d1=0.642, d2=0.671 g=1.222
2/2 [==============================] - 0s 14ms/step
>3, 104/693, d1=0.675, d2=0.615 g=1.252
2/2 [==============================] - 0s 13ms/step
>3, 105/693, d1=0.564, d2=0.584 g=1.129
2/2 [==============================] - 0s 14ms/step
>3, 106/693, d1=0.653, d2=0.672 g=1.103
2/2 [==============================] - 0s 12ms/step
>3, 107/693, d1=0.728, d2=0.664 g=1.093
2/2 [==============================] - 0s 13ms/step
>3, 108/693, d1=0.522, d2=0.712 g=1.227
2/2 [==============================] - 0s 13ms/step
>3, 109/693, d1=0.598, d2=0.596 g=1.366
2/2 [==============================] - 0s 13ms/step
>3, 110/693, d1=0.661, d2=0.600 g=1.178
2/2 [==============================] - 0s 13ms/step
>3, 111/693, d1=0.655, d2=0.650 g=1.249
2/2 [==============================] - 0s 13ms/step
>3, 112/693, d1=0.600, d2=0.672 g=1.299
2/2 [==============================] - 0s 13ms/step
>3, 113/693, d1=0.643, d2=0.652 g=1.159
2/2 [==============================] - 0s 12ms/step
>3, 114/693, d1=0.680, d2=0.624 g=1.294
2/2 [==============================] - 0s 12ms/step
>3, 115/693, d1=0.602, d2=0.593 g=1.216
2/2 [==============================] - 0s 12ms/step
>3, 116/693, d1=0.647, d2=0.500 g=1.275
2/2 [==============================] - 0s 12ms/step
>3, 117/693, d1=0.666, d2=0.632 g=1.095
2/2 [==============================] - 0s 11ms/step
>3, 118/693, d1=0.596, d2=0.633 g=0.977
2/2 [==============================] - 0s 14ms/step
>3, 119/693, d1=0.646, d2=0.574 g=1.169
2/2 [==============================] - 0s 15ms/step
>3, 120/693, d1=0.611, d2=0.641 g=1.117
2/2 [==============================] - 0s 12ms/step
>3, 121/693, d1=0.619, d2=0.645 g=1.280
2/2 [==============================] - 0s 13ms/step
>3, 122/693, d1=0.596, d2=0.585 g=1.344
2/2 [==============================] - 0s 12ms/step
>3, 123/693, d1=0.583, d2=0.624 g=1.090
2/2 [==============================] - 0s 14ms/step
>3, 124/693, d1=0.603, d2=0.692 g=1.246
2/2 [==============================] - 0s 13ms/step
>3, 125/693, d1=0.657, d2=0.623 g=1.280
2/2 [==============================] - 0s 12ms/step
>3, 126/693, d1=0.607, d2=0.641 g=1.221
2/2 [==============================] - 0s 13ms/step
>3, 127/693, d1=0.656, d2=0.598 g=1.150
2/2 [==============================] - 0s 13ms/step
>3, 128/693, d1=0.681, d2=0.577 g=1.252
2/2 [==============================] - 0s 12ms/step
>3, 129/693, d1=0.578, d2=0.546 g=1.266
2/2 [==============================] - 0s 14ms/step
>3, 130/693, d1=0.607, d2=0.662 g=1.085
2/2 [==============================] - 0s 13ms/step
>3, 131/693, d1=0.624, d2=0.666 g=0.958
2/2 [==============================] - 0s 12ms/step
>3, 132/693, d1=0.633, d2=0.591 g=1.139
2/2 [==============================] - 0s 14ms/step
>3, 133/693, d1=0.605, d2=0.677 g=1.076
2/2 [==============================] - 0s 14ms/step
>3, 134/693, d1=0.594, d2=0.689 g=1.144
2/2 [==============================] - 0s 15ms/step
>3, 135/693, d1=0.630, d2=0.679 g=1.114
2/2 [==============================] - 0s 13ms/step
>3, 136/693, d1=0.664, d2=0.686 g=1.418
2/2 [==============================] - 0s 13ms/step
>3, 137/693, d1=0.606, d2=0.623 g=1.218
2/2 [==============================] - 0s 13ms/step
>3, 138/693, d1=0.654, d2=0.638 g=1.104
2/2 [==============================] - 0s 13ms/step
>3, 139/693, d1=0.628, d2=0.574 g=1.159
2/2 [==============================] - 0s 15ms/step
>3, 140/693, d1=0.693, d2=0.614 g=1.268
2/2 [==============================] - 0s 12ms/step
>3, 141/693, d1=0.629, d2=0.614 g=1.286
2/2 [==============================] - 0s 11ms/step
>3, 142/693, d1=0.636, d2=0.574 g=1.266
2/2 [==============================] - 0s 13ms/step
>3, 143/693, d1=0.632, d2=0.613 g=1.246
2/2 [==============================] - 0s 12ms/step
>3, 144/693, d1=0.638, d2=0.637 g=1.165
2/2 [==============================] - 0s 11ms/step
>3, 145/693, d1=0.666, d2=0.686 g=1.182
2/2 [==============================] - 0s 13ms/step
>3, 146/693, d1=0.614, d2=0.645 g=1.437
2/2 [==============================] - 0s 14ms/step
>3, 147/693, d1=0.632, d2=0.568 g=1.296
2/2 [==============================] - 0s 13ms/step
>3, 148/693, d1=0.651, d2=0.586 g=1.115
2/2 [==============================] - 0s 14ms/step
>3, 149/693, d1=0.654, d2=0.640 g=1.128
2/2 [==============================] - 0s 14ms/step
>3, 150/693, d1=0.634, d2=0.657 g=1.186
2/2 [==============================] - 0s 14ms/step
>3, 151/693, d1=0.632, d2=0.667 g=1.001
2/2 [==============================] - 0s 14ms/step
>3, 152/693, d1=0.623, d2=0.641 g=1.024
2/2 [==============================] - 0s 13ms/step
>3, 153/693, d1=0.634, d2=0.643 g=1.049
2/2 [==============================] - 0s 14ms/step
>3, 154/693, d1=0.637, d2=0.629 g=1.074
2/2 [==============================] - 0s 13ms/step
>3, 155/693, d1=0.611, d2=0.638 g=1.053
2/2 [==============================] - 0s 12ms/step
>3, 156/693, d1=0.614, d2=0.606 g=1.344
2/2 [==============================] - 0s 14ms/step
>3, 157/693, d1=0.636, d2=0.704 g=1.234
2/2 [==============================] - 0s 14ms/step
>3, 158/693, d1=0.722, d2=0.643 g=1.017
2/2 [==============================] - 0s 13ms/step
>3, 159/693, d1=0.594, d2=0.656 g=1.101
2/2 [==============================] - 0s 15ms/step
>3, 160/693, d1=0.618, d2=0.619 g=1.026
2/2 [==============================] - 0s 14ms/step
>3, 161/693, d1=0.624, d2=0.564 g=1.178
2/2 [==============================] - 0s 13ms/step
>3, 162/693, d1=0.677, d2=0.563 g=1.354
2/2 [==============================] - 0s 13ms/step
>3, 163/693, d1=0.611, d2=0.588 g=0.961
2/2 [==============================] - 0s 13ms/step
>3, 164/693, d1=0.619, d2=0.636 g=1.019
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
>3, 166/693, d1=0.607, d2=0.561 g=1.059
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
>3, 168/693, d1=0.552, d2=0.558 g=1.246
2/2 [==============================] - 0s 14ms/step
>3, 169/693, d1=0.635, d2=0.670 g=0.973
2/2 [==============================] - 0s 13ms/step
>3, 170/693, d1=0.564, d2=0.720 g=1.300
2/2 [==============================] - 0s 14ms/step
>3, 171/693, d1=0.631, d2=0.714 g=1.103
2/2 [==============================] - 0s 13ms/step
>3, 172/693, d1=0.652, d2=0.551 g=1.164
2/2 [==============================] - 0s 13ms/step
>3, 173/693, d1=0.637, d2=0.530 g=1.408
2/2 [==============================] - 0s 13ms/step
>3, 174/693, d1=0.689, d2=0.561 g=1.107
2/2 [==============================] - 0s 13ms/step
>3, 175/693, d1=0.667, d2=0.664 g=0.996
2/2 [==============================] - 0s 14ms/step
>3, 176/693, d1=0.633, d2=0.674 g=1.143
2/2 [==============================] - 0s 14ms/step
>3, 177/693, d1=0.672, d2=0.723 g=1.337
2/2 [==============================] - 0s 13ms/step
>3, 178/693, d1=0.651, d2=0.611 g=1.182
2/2 [==============================] - 0s 14ms/step
>3, 179/693, d1=0.564, d2=0.690 g=1.166
2/2 [==============================] - 0s 12ms/step
>3, 180/693, d1=0.631, d2=0.720 g=1.265
2/2 [==============================] - 0s 13ms/step
>3, 181/693, d1=0.676, d2=0.697 g=0.998
2/2 [==============================] - 0s 12ms/step
>3, 182/693, d1=0.669, d2=0.667 g=1.059
2/2 [==============================] - 0s 13ms/step
>3, 183/693, d1=0.628, d2=0.649 g=0.994
2/2 [==============================] - 0s 13ms/step
>3, 184/693, d1=0.658, d2=0.673 g=1.281
2/2 [==============================] - 0s 14ms/step
>3, 185/693, d1=0.670, d2=0.601 g=1.136
2/2 [==============================] - 0s 14ms/step
>3, 186/693, d1=0.673, d2=0.640 g=1.075
2/2 [==============================] - 0s 12ms/step
>3, 187/693, d1=0.633, d2=0.634 g=1.040
2/2 [==============================] - 0s 12ms/step
>3, 188/693, d1=0.692, d2=0.686 g=1.313
2/2 [==============================] - 0s 13ms/step
>3, 189/693, d1=0.625, d2=0.585 g=1.368
2/2 [==============================] - 0s 13ms/step
>3, 190/693, d1=0.551, d2=0.610 g=1.167
2/2 [==============================] - 0s 13ms/step
>3, 191/693, d1=0.579, d2=0.661 g=1.023
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>3, 203/693, d1=0.618, d2=0.669 g=1.138
2/2 [==============================] - 0s 14ms/step
>3, 204/693, d1=0.690, d2=0.627 g=1.114
2/2 [==============================] - 0s 12ms/step
>3, 205/693, d1=0.622, d2=0.593 g=1.052
2/2 [==============================] - 0s 12ms/step
>3, 206/693, d1=0.632, d2=0.629 g=1.080
2/2 [==============================] - 0s 13ms/step
>3, 207/693, d1=0.662, d2=0.653 g=1.203
2/2 [==============================] - 0s 13ms/step
>3, 208/693, d1=0.663, d2=0.664 g=1.142
2/2 [==============================] - 0s 13ms/step
>3, 209/693, d1=0.617, d2=0.652 g=1.196
2/2 [==============================] - 0s 12ms/step
>3, 210/693, d1=0.601, d2=0.620 g=0.988
2/2 [==============================] - 0s 13ms/step
>3, 211/693, d1=0.708, d2=0.665 g=1.356
2/2 [==============================] - 0s 12ms/step
>3, 212/693, d1=0.644, d2=0.645 g=1.134
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
>3, 214/693, d1=0.620, d2=0.609 g=1.001
2/2 [==============================] - 0s 13ms/step
>3, 215/693, d1=0.544, d2=0.621 g=1.128
2/2 [==============================] - 0s 13ms/step
>3, 216/693, d1=0.619, d2=0.619 g=0.996
2/2 [==============================] - 0s 13ms/step
>3, 217/693, d1=0.666, d2=0.652 g=1.196
2/2 [==============================] - 0s 13ms/step
>3, 218/693, d1=0.683, d2=0.488 g=0.969
2/2 [==============================] - 0s 14ms/step
>3, 219/693, d1=0.625, d2=0.626 g=1.106
2/2 [==============================] - 0s 13ms/step
>3, 220/693, d1=0.617, d2=0.644 g=1.119
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2/2 [==============================] - 0s 13ms/step
>3, 222/693, d1=0.668, d2=0.613 g=1.224
2/2 [==============================] - 0s 14ms/step
>3, 223/693, d1=0.598, d2=0.594 g=1.178
2/2 [==============================] - 0s 13ms/step
>3, 224/693, d1=0.647, d2=0.661 g=1.272
2/2 [==============================] - 0s 12ms/step
>3, 225/693, d1=0.671, d2=0.635 g=1.028
2/2 [==============================] - 0s 13ms/step
>3, 226/693, d1=0.617, d2=0.688 g=1.267
2/2 [==============================] - 0s 13ms/step
>3, 227/693, d1=0.612, d2=0.620 g=1.046
2/2 [==============================] - 0s 14ms/step
>3, 228/693, d1=0.617, d2=0.659 g=1.265
2/2 [==============================] - 0s 14ms/step
>3, 229/693, d1=0.625, d2=0.628 g=1.116
2/2 [==============================] - 0s 13ms/step
>3, 230/693, d1=0.598, d2=0.614 g=1.263
2/2 [==============================] - 0s 12ms/step
>3, 231/693, d1=0.649, d2=0.637 g=1.013
2/2 [==============================] - 0s 14ms/step
>3, 232/693, d1=0.798, d2=0.625 g=1.239
2/2 [==============================] - 0s 13ms/step
>3, 233/693, d1=0.604, d2=0.655 g=1.121
2/2 [==============================] - 0s 13ms/step
>3, 234/693, d1=0.629, d2=0.604 g=0.937
2/2 [==============================] - 0s 12ms/step
>3, 235/693, d1=0.631, d2=0.687 g=1.204
2/2 [==============================] - 0s 12ms/step
>3, 236/693, d1=0.605, d2=0.667 g=1.149
2/2 [==============================] - 0s 13ms/step
>3, 237/693, d1=0.610, d2=0.655 g=1.114
2/2 [==============================] - 0s 13ms/step
>3, 238/693, d1=0.652, d2=0.701 g=1.199
2/2 [==============================] - 0s 13ms/step
>3, 239/693, d1=0.610, d2=0.619 g=1.085
2/2 [==============================] - 0s 13ms/step
>3, 240/693, d1=0.591, d2=0.658 g=1.181
2/2 [==============================] - 0s 13ms/step
>3, 241/693, d1=0.634, d2=0.583 g=1.194
2/2 [==============================] - 0s 14ms/step
>3, 242/693, d1=0.652, d2=0.599 g=0.982
2/2 [==============================] - 0s 13ms/step
>3, 243/693, d1=0.657, d2=0.631 g=1.214
2/2 [==============================] - 0s 13ms/step
>3, 244/693, d1=0.622, d2=0.655 g=1.143
2/2 [==============================] - 0s 13ms/step
>3, 245/693, d1=0.609, d2=0.650 g=1.095
2/2 [==============================] - 0s 13ms/step
>3, 246/693, d1=0.582, d2=0.718 g=1.094
2/2 [==============================] - 0s 14ms/step
>3, 247/693, d1=0.581, d2=0.634 g=1.043
2/2 [==============================] - 0s 13ms/step
>3, 248/693, d1=0.642, d2=0.674 g=1.146
2/2 [==============================] - 0s 11ms/step
>3, 249/693, d1=0.613, d2=0.592 g=1.012
2/2 [==============================] - 0s 14ms/step
>3, 250/693, d1=0.683, d2=0.614 g=1.088
2/2 [==============================] - 0s 11ms/step
>3, 251/693, d1=0.650, d2=0.630 g=1.036
2/2 [==============================] - 0s 12ms/step
>3, 252/693, d1=0.691, d2=0.630 g=1.119
2/2 [==============================] - 0s 12ms/step
>3, 253/693, d1=0.653, d2=0.630 g=1.134
2/2 [==============================] - 0s 13ms/step
>3, 254/693, d1=0.619, d2=0.680 g=1.014
2/2 [==============================] - 0s 13ms/step
>3, 255/693, d1=0.598, d2=0.589 g=0.997
2/2 [==============================] - 0s 13ms/step
>3, 256/693, d1=0.685, d2=0.580 g=0.983
2/2 [==============================] - 0s 13ms/step
>3, 257/693, d1=0.571, d2=0.618 g=0.932
2/2 [==============================] - 0s 13ms/step
>3, 258/693, d1=0.596, d2=0.713 g=1.192
2/2 [==============================] - 0s 12ms/step
>3, 259/693, d1=0.647, d2=0.659 g=1.124
2/2 [==============================] - 0s 13ms/step
>3, 260/693, d1=0.643, d2=0.674 g=1.065
2/2 [==============================] - 0s 13ms/step
>3, 261/693, d1=0.618, d2=0.655 g=1.117
2/2 [==============================] - 0s 12ms/step
>3, 262/693, d1=0.632, d2=0.638 g=1.192
2/2 [==============================] - 0s 13ms/step
>3, 263/693, d1=0.635, d2=0.625 g=1.350
2/2 [==============================] - 0s 12ms/step
>3, 264/693, d1=0.607, d2=0.631 g=1.172
2/2 [==============================] - 0s 12ms/step
>3, 265/693, d1=0.676, d2=0.674 g=1.213
2/2 [==============================] - 0s 14ms/step
>3, 266/693, d1=0.654, d2=0.666 g=0.978
2/2 [==============================] - 0s 13ms/step
>3, 267/693, d1=0.654, d2=0.642 g=1.289
2/2 [==============================] - 0s 13ms/step
>3, 268/693, d1=0.606, d2=0.642 g=1.417
2/2 [==============================] - 0s 13ms/step
>3, 269/693, d1=0.674, d2=0.624 g=0.952
2/2 [==============================] - 0s 12ms/step
>3, 270/693, d1=0.660, d2=0.616 g=1.188
2/2 [==============================] - 0s 13ms/step
>3, 271/693, d1=0.637, d2=0.702 g=1.227
2/2 [==============================] - 0s 15ms/step
>3, 272/693, d1=0.632, d2=0.605 g=1.176
2/2 [==============================] - 0s 13ms/step
>3, 273/693, d1=0.678, d2=0.608 g=1.497
2/2 [==============================] - 0s 13ms/step
>3, 274/693, d1=0.653, d2=0.589 g=1.099
2/2 [==============================] - 0s 13ms/step
>3, 275/693, d1=0.659, d2=0.586 g=1.227
2/2 [==============================] - 0s 14ms/step
>3, 276/693, d1=0.676, d2=0.562 g=1.065
2/2 [==============================] - 0s 13ms/step
>3, 277/693, d1=0.634, d2=0.603 g=1.082
2/2 [==============================] - 0s 13ms/step
>3, 278/693, d1=0.585, d2=0.656 g=1.042
2/2 [==============================] - 0s 12ms/step
>3, 279/693, d1=0.659, d2=0.654 g=1.083
2/2 [==============================] - 0s 13ms/step
>3, 280/693, d1=0.609, d2=0.624 g=0.996
2/2 [==============================] - 0s 14ms/step
>3, 281/693, d1=0.608, d2=0.661 g=1.052
2/2 [==============================] - 0s 14ms/step
>3, 282/693, d1=0.655, d2=0.599 g=1.380
2/2 [==============================] - 0s 14ms/step
>3, 283/693, d1=0.661, d2=0.636 g=0.990
2/2 [==============================] - 0s 14ms/step
>3, 284/693, d1=0.651, d2=0.648 g=1.038
2/2 [==============================] - 0s 14ms/step
>3, 285/693, d1=0.637, d2=0.643 g=1.146
2/2 [==============================] - 0s 13ms/step
>3, 286/693, d1=0.683, d2=0.664 g=1.196
2/2 [==============================] - 0s 13ms/step
>3, 287/693, d1=0.668, d2=0.642 g=1.110
2/2 [==============================] - 0s 12ms/step
>3, 288/693, d1=0.670, d2=0.617 g=1.072
2/2 [==============================] - 0s 13ms/step
>3, 289/693, d1=0.671, d2=0.585 g=1.086
2/2 [==============================] - 0s 13ms/step
>3, 290/693, d1=0.668, d2=0.624 g=1.146
2/2 [==============================] - 0s 13ms/step
>3, 291/693, d1=0.624, d2=0.607 g=1.109
2/2 [==============================] - 0s 13ms/step
>3, 292/693, d1=0.615, d2=0.686 g=1.352
2/2 [==============================] - 0s 14ms/step
>3, 293/693, d1=0.613, d2=0.651 g=0.957
2/2 [==============================] - 0s 14ms/step
>3, 294/693, d1=0.607, d2=0.703 g=1.236
2/2 [==============================] - 0s 13ms/step
>3, 295/693, d1=0.662, d2=0.611 g=1.128
2/2 [==============================] - 0s 12ms/step
>3, 296/693, d1=0.697, d2=0.667 g=1.202
2/2 [==============================] - 0s 12ms/step
>3, 297/693, d1=0.629, d2=0.598 g=1.260
2/2 [==============================] - 0s 11ms/step
>3, 298/693, d1=0.712, d2=0.606 g=1.194
2/2 [==============================] - 0s 12ms/step
>3, 299/693, d1=0.674, d2=0.623 g=1.102
2/2 [==============================] - 0s 13ms/step
>3, 300/693, d1=0.665, d2=0.617 g=0.987
2/2 [==============================] - 0s 14ms/step
>3, 301/693, d1=0.670, d2=0.665 g=1.425
2/2 [==============================] - 0s 15ms/step
>3, 302/693, d1=0.603, d2=0.645 g=1.362
2/2 [==============================] - 0s 13ms/step
>3, 303/693, d1=0.570, d2=0.679 g=1.147
2/2 [==============================] - 0s 12ms/step
>3, 304/693, d1=0.579, d2=0.731 g=1.247
2/2 [==============================] - 0s 14ms/step
>3, 305/693, d1=0.661, d2=0.626 g=1.270
2/2 [==============================] - 0s 12ms/step
>3, 306/693, d1=0.678, d2=0.613 g=1.167
2/2 [==============================] - 0s 13ms/step
>3, 307/693, d1=0.689, d2=0.598 g=1.142
2/2 [==============================] - 0s 12ms/step
>3, 308/693, d1=0.639, d2=0.559 g=1.043
2/2 [==============================] - 0s 12ms/step
>3, 309/693, d1=0.675, d2=0.627 g=0.935
2/2 [==============================] - 0s 14ms/step
>3, 310/693, d1=0.610, d2=0.681 g=0.882
2/2 [==============================] - 0s 14ms/step
>3, 311/693, d1=0.605, d2=0.656 g=1.154
2/2 [==============================] - 0s 14ms/step
>3, 312/693, d1=0.606, d2=0.642 g=1.010
2/2 [==============================] - 0s 12ms/step
>3, 313/693, d1=0.676, d2=0.667 g=1.025
2/2 [==============================] - 0s 14ms/step
>3, 314/693, d1=0.550, d2=0.619 g=1.211
2/2 [==============================] - 0s 12ms/step
>3, 315/693, d1=0.609, d2=0.674 g=1.296
2/2 [==============================] - 0s 12ms/step
>3, 316/693, d1=0.638, d2=0.679 g=1.198
2/2 [==============================] - 0s 12ms/step
>3, 317/693, d1=0.688, d2=0.641 g=1.442
2/2 [==============================] - 0s 14ms/step
>3, 318/693, d1=0.648, d2=0.607 g=1.236
2/2 [==============================] - 0s 12ms/step
>3, 319/693, d1=0.643, d2=0.562 g=1.344
2/2 [==============================] - 0s 15ms/step
>3, 320/693, d1=0.617, d2=0.621 g=1.319
2/2 [==============================] - 0s 15ms/step
>3, 321/693, d1=0.684, d2=0.676 g=1.091
2/2 [==============================] - 0s 12ms/step
>3, 322/693, d1=0.655, d2=0.644 g=1.077
2/2 [==============================] - 0s 13ms/step
>3, 323/693, d1=0.556, d2=0.666 g=1.100
2/2 [==============================] - 0s 14ms/step
>3, 324/693, d1=0.614, d2=0.653 g=0.999
2/2 [==============================] - 0s 13ms/step
>3, 325/693, d1=0.637, d2=0.689 g=1.289
2/2 [==============================] - 0s 13ms/step
>3, 326/693, d1=0.582, d2=0.677 g=1.241
2/2 [==============================] - 0s 13ms/step
>3, 327/693, d1=0.671, d2=0.642 g=1.012
2/2 [==============================] - 0s 13ms/step
>3, 328/693, d1=0.658, d2=0.626 g=1.234
2/2 [==============================] - 0s 12ms/step
>3, 329/693, d1=0.647, d2=0.559 g=1.366
2/2 [==============================] - 0s 14ms/step
>3, 330/693, d1=0.685, d2=0.652 g=1.490
2/2 [==============================] - 0s 12ms/step
>3, 331/693, d1=0.646, d2=0.577 g=0.950
2/2 [==============================] - 0s 12ms/step
>3, 332/693, d1=0.598, d2=0.683 g=1.051
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
>3, 334/693, d1=0.633, d2=0.668 g=1.002
2/2 [==============================] - 0s 12ms/step
>3, 335/693, d1=0.640, d2=0.570 g=1.213
2/2 [==============================] - 0s 12ms/step
>3, 336/693, d1=0.652, d2=0.626 g=1.020
2/2 [==============================] - 0s 12ms/step
>3, 337/693, d1=0.656, d2=0.639 g=1.082
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
>3, 339/693, d1=0.646, d2=0.628 g=1.028
2/2 [==============================] - 0s 14ms/step
>3, 340/693, d1=0.695, d2=0.656 g=1.126
2/2 [==============================] - 0s 14ms/step
>3, 341/693, d1=0.634, d2=0.604 g=1.195
2/2 [==============================] - 0s 14ms/step
>3, 342/693, d1=0.632, d2=0.665 g=1.112
2/2 [==============================] - 0s 14ms/step
>3, 343/693, d1=0.693, d2=0.596 g=1.081
2/2 [==============================] - 0s 13ms/step
>3, 344/693, d1=0.653, d2=0.642 g=1.126
2/2 [==============================] - 0s 13ms/step
>3, 345/693, d1=0.600, d2=0.692 g=1.359
2/2 [==============================] - 0s 13ms/step
>3, 346/693, d1=0.662, d2=0.592 g=1.240
2/2 [==============================] - 0s 13ms/step
>3, 347/693, d1=0.654, d2=0.638 g=1.061
2/2 [==============================] - 0s 13ms/step
>3, 348/693, d1=0.570, d2=0.679 g=1.031
2/2 [==============================] - 0s 12ms/step
>3, 349/693, d1=0.572, d2=0.676 g=1.245
2/2 [==============================] - 0s 12ms/step
>3, 350/693, d1=0.656, d2=0.637 g=1.126
2/2 [==============================] - 0s 14ms/step
>3, 351/693, d1=0.647, d2=0.675 g=1.378
2/2 [==============================] - 0s 14ms/step
>3, 352/693, d1=0.725, d2=0.617 g=1.165
2/2 [==============================] - 0s 12ms/step
>3, 353/693, d1=0.692, d2=0.660 g=1.173
2/2 [==============================] - 0s 12ms/step
>3, 354/693, d1=0.605, d2=0.627 g=1.189
2/2 [==============================] - 0s 13ms/step
>3, 355/693, d1=0.613, d2=0.711 g=1.037
2/2 [==============================] - 0s 12ms/step
>3, 356/693, d1=0.691, d2=0.605 g=1.000
2/2 [==============================] - 0s 12ms/step
>3, 357/693, d1=0.611, d2=0.614 g=1.280
2/2 [==============================] - 0s 13ms/step
>3, 358/693, d1=0.622, d2=0.641 g=1.149
2/2 [==============================] - 0s 12ms/step
>3, 359/693, d1=0.587, d2=0.633 g=1.040
2/2 [==============================] - 0s 12ms/step
>3, 360/693, d1=0.610, d2=0.618 g=1.131
2/2 [==============================] - 0s 13ms/step
>3, 361/693, d1=0.614, d2=0.616 g=1.178
2/2 [==============================] - 0s 14ms/step
>3, 362/693, d1=0.600, d2=0.695 g=1.043
2/2 [==============================] - 0s 13ms/step
>3, 363/693, d1=0.609, d2=0.641 g=1.330
2/2 [==============================] - 0s 15ms/step
>3, 364/693, d1=0.692, d2=0.565 g=1.029
2/2 [==============================] - 0s 13ms/step
>3, 365/693, d1=0.689, d2=0.628 g=1.314
2/2 [==============================] - 0s 14ms/step
>3, 366/693, d1=0.667, d2=0.588 g=1.257
2/2 [==============================] - 0s 12ms/step
>3, 367/693, d1=0.621, d2=0.637 g=1.040
2/2 [==============================] - 0s 13ms/step
>3, 368/693, d1=0.590, d2=0.586 g=1.298
2/2 [==============================] - 0s 12ms/step
>3, 369/693, d1=0.652, d2=0.651 g=1.413
2/2 [==============================] - 0s 12ms/step
>3, 370/693, d1=0.602, d2=0.678 g=1.140
2/2 [==============================] - 0s 12ms/step
>3, 371/693, d1=0.610, d2=0.694 g=1.048
2/2 [==============================] - 0s 14ms/step
>3, 372/693, d1=0.641, d2=0.637 g=0.998
2/2 [==============================] - 0s 12ms/step
>3, 373/693, d1=0.627, d2=0.672 g=1.275
2/2 [==============================] - 0s 13ms/step
>3, 374/693, d1=0.635, d2=0.638 g=1.183
2/2 [==============================] - 0s 13ms/step
>3, 375/693, d1=0.625, d2=0.667 g=0.983
2/2 [==============================] - 0s 12ms/step
>3, 376/693, d1=0.592, d2=0.613 g=1.383
2/2 [==============================] - 0s 12ms/step
>3, 377/693, d1=0.723, d2=0.600 g=1.250
2/2 [==============================] - 0s 13ms/step
>3, 378/693, d1=0.667, d2=0.598 g=1.209
2/2 [==============================] - 0s 12ms/step
>3, 379/693, d1=0.652, d2=0.661 g=1.016
2/2 [==============================] - 0s 13ms/step
>3, 380/693, d1=0.621, d2=0.670 g=0.954
2/2 [==============================] - 0s 12ms/step
>3, 381/693, d1=0.628, d2=0.654 g=1.031
2/2 [==============================] - 0s 12ms/step
>3, 382/693, d1=0.604, d2=0.582 g=1.020
2/2 [==============================] - 0s 13ms/step
>3, 383/693, d1=0.615, d2=0.624 g=1.389
2/2 [==============================] - 0s 14ms/step
>3, 384/693, d1=0.653, d2=0.637 g=1.393
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
>3, 389/693, d1=0.626, d2=0.651 g=1.306
2/2 [==============================] - 0s 13ms/step
>3, 390/693, d1=0.602, d2=0.606 g=1.205
2/2 [==============================] - 0s 13ms/step
>3, 391/693, d1=0.634, d2=0.632 g=0.993
2/2 [==============================] - 0s 12ms/step
>3, 392/693, d1=0.634, d2=0.587 g=1.166
2/2 [==============================] - 0s 13ms/step
>3, 393/693, d1=0.649, d2=0.604 g=0.961
2/2 [==============================] - 0s 13ms/step
>3, 394/693, d1=0.576, d2=0.639 g=1.093
2/2 [==============================] - 0s 14ms/step
>3, 395/693, d1=0.648, d2=0.709 g=1.208
2/2 [==============================] - 0s 14ms/step
>3, 396/693, d1=0.554, d2=0.624 g=1.230
2/2 [==============================] - 0s 14ms/step
>3, 397/693, d1=0.628, d2=0.643 g=0.989
2/2 [==============================] - 0s 13ms/step
>3, 398/693, d1=0.685, d2=0.652 g=1.149
2/2 [==============================] - 0s 12ms/step
>3, 399/693, d1=0.617, d2=0.627 g=1.224
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>3, 402/693, d1=0.640, d2=0.631 g=1.120
2/2 [==============================] - 0s 12ms/step
>3, 403/693, d1=0.667, d2=0.672 g=0.843
2/2 [==============================] - 0s 14ms/step
>3, 404/693, d1=0.588, d2=0.653 g=0.947
2/2 [==============================] - 0s 14ms/step
>3, 405/693, d1=0.580, d2=0.699 g=1.070
2/2 [==============================] - 0s 14ms/step
>3, 406/693, d1=0.581, d2=0.683 g=1.303
2/2 [==============================] - 0s 14ms/step
>3, 407/693, d1=0.646, d2=0.685 g=1.024
2/2 [==============================] - 0s 13ms/step
>3, 408/693, d1=0.617, d2=0.595 g=1.268
2/2 [==============================] - 0s 13ms/step
>3, 409/693, d1=0.653, d2=0.598 g=1.168
2/2 [==============================] - 0s 12ms/step
>3, 410/693, d1=0.645, d2=0.563 g=1.179
2/2 [==============================] - 0s 13ms/step
>3, 411/693, d1=0.632, d2=0.655 g=1.019
2/2 [==============================] - 0s 13ms/step
>3, 412/693, d1=0.647, d2=0.614 g=1.123
2/2 [==============================] - 0s 12ms/step
>3, 413/693, d1=0.614, d2=0.627 g=1.243
2/2 [==============================] - 0s 13ms/step
>3, 414/693, d1=0.619, d2=0.631 g=0.971
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 15ms/step
>3, 417/693, d1=0.568, d2=0.649 g=1.367
2/2 [==============================] - 0s 13ms/step
>3, 418/693, d1=0.640, d2=0.643 g=1.049
2/2 [==============================] - 0s 13ms/step
>3, 419/693, d1=0.644, d2=0.713 g=1.161
2/2 [==============================] - 0s 12ms/step
>3, 420/693, d1=0.592, d2=0.623 g=1.658
2/2 [==============================] - 0s 13ms/step
>3, 421/693, d1=0.696, d2=0.490 g=1.214
2/2 [==============================] - 0s 14ms/step
>3, 422/693, d1=0.706, d2=0.590 g=1.259
2/2 [==============================] - 0s 13ms/step
>3, 423/693, d1=0.692, d2=0.729 g=0.998
2/2 [==============================] - 0s 13ms/step
>3, 424/693, d1=0.632, d2=0.690 g=1.102
2/2 [==============================] - 0s 14ms/step
>3, 425/693, d1=0.557, d2=0.616 g=1.216
2/2 [==============================] - 0s 13ms/step
>3, 426/693, d1=0.623, d2=0.641 g=1.063
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
>3, 428/693, d1=0.569, d2=0.692 g=1.408
2/2 [==============================] - 0s 14ms/step
>3, 429/693, d1=0.630, d2=0.692 g=1.379
2/2 [==============================] - 0s 13ms/step
>3, 430/693, d1=0.641, d2=0.699 g=1.179
2/2 [==============================] - 0s 13ms/step
>3, 431/693, d1=0.684, d2=0.593 g=1.218
2/2 [==============================] - 0s 12ms/step
>3, 432/693, d1=0.633, d2=0.558 g=1.391
2/2 [==============================] - 0s 14ms/step
>3, 433/693, d1=0.663, d2=0.607 g=0.879
2/2 [==============================] - 0s 14ms/step
>3, 434/693, d1=0.645, d2=0.658 g=1.146
2/2 [==============================] - 0s 14ms/step
>3, 435/693, d1=0.639, d2=0.666 g=1.080
2/2 [==============================] - 0s 12ms/step
>3, 436/693, d1=0.654, d2=0.686 g=1.184
2/2 [==============================] - 0s 14ms/step
>3, 437/693, d1=0.593, d2=0.615 g=1.060
2/2 [==============================] - 0s 13ms/step
>3, 438/693, d1=0.584, d2=0.596 g=1.343
2/2 [==============================] - 0s 15ms/step
>3, 439/693, d1=0.581, d2=0.647 g=1.106
2/2 [==============================] - 0s 12ms/step
>3, 440/693, d1=0.658, d2=0.643 g=1.000
2/2 [==============================] - 0s 13ms/step
>3, 441/693, d1=0.665, d2=0.669 g=1.201
2/2 [==============================] - 0s 13ms/step
>3, 442/693, d1=0.661, d2=0.548 g=1.508
2/2 [==============================] - 0s 13ms/step
>3, 443/693, d1=0.652, d2=0.494 g=1.295
2/2 [==============================] - 0s 13ms/step
>3, 444/693, d1=0.637, d2=0.564 g=1.279
2/2 [==============================] - 0s 13ms/step
>3, 445/693, d1=0.717, d2=0.664 g=1.009
2/2 [==============================] - 0s 13ms/step
>3, 446/693, d1=0.629, d2=0.642 g=1.066
2/2 [==============================] - 0s 14ms/step
>3, 447/693, d1=0.572, d2=0.597 g=1.219
2/2 [==============================] - 0s 13ms/step
>3, 448/693, d1=0.582, d2=0.616 g=1.374
2/2 [==============================] - 0s 11ms/step
>3, 449/693, d1=0.627, d2=0.697 g=1.182
2/2 [==============================] - 0s 12ms/step
>3, 450/693, d1=0.572, d2=0.617 g=1.439
2/2 [==============================] - 0s 12ms/step
>3, 451/693, d1=0.553, d2=0.801 g=1.415
2/2 [==============================] - 0s 12ms/step
>3, 452/693, d1=0.637, d2=0.677 g=1.335
2/2 [==============================] - 0s 13ms/step
>3, 453/693, d1=0.632, d2=0.554 g=1.421
2/2 [==============================] - 0s 13ms/step
>3, 454/693, d1=0.647, d2=0.549 g=1.274
2/2 [==============================] - 0s 13ms/step
>3, 455/693, d1=0.663, d2=0.596 g=1.490
2/2 [==============================] - 0s 13ms/step
>3, 456/693, d1=0.639, d2=0.616 g=1.235
2/2 [==============================] - 0s 13ms/step
>3, 457/693, d1=0.632, d2=0.676 g=1.097
2/2 [==============================] - 0s 13ms/step
>3, 458/693, d1=0.592, d2=0.665 g=1.377
2/2 [==============================] - 0s 14ms/step
>3, 459/693, d1=0.565, d2=0.667 g=1.130
2/2 [==============================] - 0s 13ms/step
>3, 460/693, d1=0.605, d2=0.609 g=1.202
2/2 [==============================] - 0s 13ms/step
>3, 461/693, d1=0.640, d2=0.712 g=1.021
2/2 [==============================] - 0s 12ms/step
>3, 462/693, d1=0.542, d2=0.759 g=1.020
2/2 [==============================] - 0s 13ms/step
>3, 463/693, d1=0.624, d2=0.717 g=1.109
2/2 [==============================] - 0s 14ms/step
>3, 464/693, d1=0.712, d2=0.583 g=1.443
2/2 [==============================] - 0s 12ms/step
>3, 465/693, d1=0.689, d2=0.573 g=1.282
2/2 [==============================] - 0s 13ms/step
>3, 466/693, d1=0.721, d2=0.557 g=1.369
2/2 [==============================] - 0s 14ms/step
>3, 467/693, d1=0.644, d2=0.658 g=1.191
2/2 [==============================] - 0s 11ms/step
>3, 468/693, d1=0.625, d2=0.669 g=1.197
2/2 [==============================] - 0s 13ms/step
>3, 469/693, d1=0.592, d2=0.606 g=1.186
2/2 [==============================] - 0s 12ms/step
>3, 470/693, d1=0.633, d2=0.578 g=1.246
2/2 [==============================] - 0s 14ms/step
>3, 471/693, d1=0.610, d2=0.581 g=1.408
2/2 [==============================] - 0s 12ms/step
>3, 472/693, d1=0.638, d2=0.628 g=1.018
2/2 [==============================] - 0s 12ms/step
>3, 473/693, d1=0.575, d2=0.709 g=1.274
2/2 [==============================] - 0s 13ms/step
>3, 474/693, d1=0.654, d2=0.690 g=1.243
2/2 [==============================] - 0s 13ms/step
>3, 475/693, d1=0.615, d2=0.644 g=1.120
2/2 [==============================] - 0s 14ms/step
>3, 476/693, d1=0.610, d2=0.596 g=1.326
2/2 [==============================] - 0s 13ms/step
>3, 477/693, d1=0.681, d2=0.643 g=1.084
2/2 [==============================] - 0s 12ms/step
>3, 478/693, d1=0.644, d2=0.594 g=1.116
2/2 [==============================] - 0s 11ms/step
>3, 479/693, d1=0.665, d2=0.711 g=1.276
2/2 [==============================] - 0s 12ms/step
>3, 480/693, d1=0.570, d2=0.630 g=1.071
2/2 [==============================] - 0s 13ms/step
>3, 481/693, d1=0.557, d2=0.618 g=1.312
2/2 [==============================] - 0s 13ms/step
>3, 482/693, d1=0.690, d2=0.640 g=1.350
2/2 [==============================] - 0s 14ms/step
>3, 483/693, d1=0.595, d2=0.683 g=1.263
2/2 [==============================] - 0s 12ms/step
>3, 484/693, d1=0.613, d2=0.693 g=1.178
2/2 [==============================] - 0s 13ms/step
>3, 485/693, d1=0.700, d2=0.706 g=1.424
2/2 [==============================] - 0s 13ms/step
>3, 486/693, d1=0.636, d2=0.586 g=1.389
2/2 [==============================] - 0s 14ms/step
>3, 487/693, d1=0.674, d2=0.569 g=1.313
2/2 [==============================] - 0s 14ms/step
>3, 488/693, d1=0.690, d2=0.552 g=1.051
2/2 [==============================] - 0s 13ms/step
>3, 489/693, d1=0.632, d2=0.604 g=1.327
2/2 [==============================] - 0s 14ms/step
>3, 490/693, d1=0.617, d2=0.610 g=1.173
2/2 [==============================] - 0s 13ms/step
>3, 491/693, d1=0.655, d2=0.639 g=1.241
2/2 [==============================] - 0s 13ms/step
>3, 492/693, d1=0.579, d2=0.605 g=1.182
2/2 [==============================] - 0s 13ms/step
>3, 493/693, d1=0.564, d2=0.588 g=1.411
2/2 [==============================] - 0s 13ms/step
>3, 494/693, d1=0.573, d2=0.618 g=1.344
2/2 [==============================] - 0s 14ms/step
>3, 495/693, d1=0.597, d2=0.673 g=0.993
2/2 [==============================] - 0s 13ms/step
>3, 496/693, d1=0.605, d2=0.663 g=0.976
2/2 [==============================] - 0s 14ms/step
>3, 497/693, d1=0.659, d2=0.640 g=1.181
2/2 [==============================] - 0s 13ms/step
>3, 498/693, d1=0.588, d2=0.591 g=1.162
2/2 [==============================] - 0s 12ms/step
>3, 499/693, d1=0.684, d2=0.552 g=1.382
2/2 [==============================] - 0s 14ms/step
>3, 500/693, d1=0.676, d2=0.554 g=1.362
2/2 [==============================] - 0s 13ms/step
>3, 501/693, d1=0.677, d2=0.567 g=1.317
2/2 [==============================] - 0s 13ms/step
>3, 502/693, d1=0.702, d2=0.678 g=1.038
2/2 [==============================] - 0s 13ms/step
>3, 503/693, d1=0.617, d2=0.643 g=1.266
2/2 [==============================] - 0s 11ms/step
>3, 504/693, d1=0.538, d2=0.681 g=1.068
2/2 [==============================] - 0s 12ms/step
>3, 505/693, d1=0.546, d2=0.670 g=1.277
2/2 [==============================] - 0s 14ms/step
>3, 506/693, d1=0.561, d2=0.622 g=1.199
2/2 [==============================] - 0s 14ms/step
>3, 507/693, d1=0.578, d2=0.674 g=1.208
2/2 [==============================] - 0s 14ms/step
>3, 508/693, d1=0.633, d2=0.694 g=1.444
2/2 [==============================] - 0s 12ms/step
>3, 509/693, d1=0.653, d2=0.657 g=1.470
2/2 [==============================] - 0s 13ms/step
>3, 510/693, d1=0.686, d2=0.584 g=1.410
2/2 [==============================] - 0s 12ms/step
>3, 511/693, d1=0.713, d2=0.566 g=1.236
2/2 [==============================] - 0s 13ms/step
>3, 512/693, d1=0.686, d2=0.592 g=1.078
2/2 [==============================] - 0s 12ms/step
>3, 513/693, d1=0.637, d2=0.665 g=1.573
2/2 [==============================] - 0s 12ms/step
>3, 514/693, d1=0.647, d2=0.708 g=1.208
2/2 [==============================] - 0s 12ms/step
>3, 515/693, d1=0.556, d2=0.597 g=1.203
2/2 [==============================] - 0s 13ms/step
>3, 516/693, d1=0.588, d2=0.564 g=1.329
2/2 [==============================] - 0s 15ms/step
>3, 517/693, d1=0.589, d2=0.668 g=1.544
2/2 [==============================] - 0s 14ms/step
>3, 518/693, d1=0.565, d2=0.637 g=1.017
2/2 [==============================] - 0s 14ms/step
>3, 519/693, d1=0.561, d2=0.676 g=1.254
2/2 [==============================] - 0s 14ms/step
>3, 520/693, d1=0.582, d2=0.672 g=1.470
2/2 [==============================] - 0s 11ms/step
>3, 521/693, d1=0.610, d2=0.613 g=1.601
2/2 [==============================] - 0s 13ms/step
>3, 522/693, d1=0.735, d2=0.532 g=1.432
2/2 [==============================] - 0s 14ms/step
>3, 523/693, d1=0.733, d2=0.526 g=1.346
2/2 [==============================] - 0s 12ms/step
>3, 524/693, d1=0.640, d2=0.581 g=1.126
2/2 [==============================] - 0s 13ms/step
>3, 525/693, d1=0.642, d2=0.661 g=1.198
2/2 [==============================] - 0s 13ms/step
>3, 526/693, d1=0.600, d2=0.669 g=1.034
2/2 [==============================] - 0s 11ms/step
>3, 527/693, d1=0.638, d2=0.665 g=1.113
2/2 [==============================] - 0s 15ms/step
>3, 528/693, d1=0.597, d2=0.628 g=1.440
2/2 [==============================] - 0s 13ms/step
>3, 529/693, d1=0.632, d2=0.671 g=1.212
2/2 [==============================] - 0s 12ms/step
>3, 530/693, d1=0.604, d2=0.614 g=1.358
2/2 [==============================] - 0s 13ms/step
>3, 531/693, d1=0.582, d2=0.699 g=1.296
2/2 [==============================] - 0s 12ms/step
>3, 532/693, d1=0.606, d2=0.695 g=1.239
2/2 [==============================] - 0s 12ms/step
>3, 533/693, d1=0.632, d2=0.602 g=1.385
2/2 [==============================] - 0s 13ms/step
>3, 534/693, d1=0.666, d2=0.596 g=1.322
2/2 [==============================] - 0s 13ms/step
>3, 535/693, d1=0.705, d2=0.523 g=1.430
2/2 [==============================] - 0s 13ms/step
>3, 536/693, d1=0.714, d2=0.605 g=1.312
2/2 [==============================] - 0s 12ms/step
>3, 537/693, d1=0.711, d2=0.602 g=1.231
2/2 [==============================] - 0s 13ms/step
>3, 538/693, d1=0.675, d2=0.686 g=0.914
2/2 [==============================] - 0s 14ms/step
>3, 539/693, d1=0.601, d2=0.691 g=1.359
2/2 [==============================] - 0s 12ms/step
>3, 540/693, d1=0.608, d2=0.632 g=1.027
2/2 [==============================] - 0s 12ms/step
>3, 541/693, d1=0.568, d2=0.600 g=1.464
2/2 [==============================] - 0s 12ms/step
>3, 542/693, d1=0.625, d2=0.604 g=1.210
2/2 [==============================] - 0s 13ms/step
>3, 543/693, d1=0.580, d2=0.631 g=1.195
2/2 [==============================] - 0s 12ms/step
>3, 544/693, d1=0.564, d2=0.588 g=1.832
2/2 [==============================] - 0s 13ms/step
>3, 545/693, d1=0.631, d2=0.700 g=1.401
2/2 [==============================] - 0s 14ms/step
>3, 546/693, d1=0.654, d2=0.639 g=1.250
2/2 [==============================] - 0s 13ms/step
>3, 547/693, d1=0.618, d2=0.552 g=1.241
2/2 [==============================] - 0s 13ms/step
>3, 548/693, d1=0.659, d2=0.533 g=1.259
2/2 [==============================] - 0s 14ms/step
>3, 549/693, d1=0.694, d2=0.568 g=1.070
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
>3, 551/693, d1=0.591, d2=0.686 g=1.277
2/2 [==============================] - 0s 14ms/step
>3, 552/693, d1=0.585, d2=0.627 g=1.203
2/2 [==============================] - 0s 13ms/step
>3, 553/693, d1=0.595, d2=0.657 g=1.042
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>3, 557/693, d1=0.592, d2=0.699 g=1.240
2/2 [==============================] - 0s 14ms/step
>3, 558/693, d1=0.622, d2=0.609 g=1.075
2/2 [==============================] - 0s 13ms/step
>3, 559/693, d1=0.655, d2=0.512 g=1.540
2/2 [==============================] - 0s 13ms/step
>3, 560/693, d1=0.632, d2=0.539 g=1.559
2/2 [==============================] - 0s 13ms/step
>3, 561/693, d1=0.651, d2=0.535 g=1.158
2/2 [==============================] - 0s 14ms/step
>3, 562/693, d1=0.627, d2=0.623 g=1.408
2/2 [==============================] - 0s 14ms/step
>3, 563/693, d1=0.599, d2=0.638 g=1.176
2/2 [==============================] - 0s 12ms/step
>3, 564/693, d1=0.625, d2=0.677 g=1.379
2/2 [==============================] - 0s 13ms/step
>3, 565/693, d1=0.577, d2=0.564 g=1.420
2/2 [==============================] - 0s 14ms/step
>3, 566/693, d1=0.625, d2=0.579 g=1.175
2/2 [==============================] - 0s 12ms/step
>3, 567/693, d1=0.561, d2=0.812 g=1.545
2/2 [==============================] - 0s 13ms/step
>3, 568/693, d1=0.522, d2=0.702 g=1.095
2/2 [==============================] - 0s 13ms/step
>3, 569/693, d1=0.690, d2=0.572 g=1.548
2/2 [==============================] - 0s 14ms/step
>3, 570/693, d1=0.736, d2=0.560 g=1.388
2/2 [==============================] - 0s 13ms/step
>3, 571/693, d1=0.656, d2=0.577 g=1.263
2/2 [==============================] - 0s 12ms/step
>3, 572/693, d1=0.671, d2=0.582 g=0.954
2/2 [==============================] - 0s 13ms/step
>3, 573/693, d1=0.607, d2=0.597 g=1.028
2/2 [==============================] - 0s 13ms/step
>3, 574/693, d1=0.651, d2=0.668 g=1.144
2/2 [==============================] - 0s 11ms/step
>3, 575/693, d1=0.621, d2=0.646 g=0.935
2/2 [==============================] - 0s 12ms/step
>3, 576/693, d1=0.603, d2=0.640 g=0.962
2/2 [==============================] - 0s 12ms/step
>3, 577/693, d1=0.591, d2=0.603 g=1.577
2/2 [==============================] - 0s 12ms/step
>3, 578/693, d1=0.588, d2=0.641 g=1.330
2/2 [==============================] - 0s 13ms/step
>3, 579/693, d1=0.532, d2=0.634 g=1.248
2/2 [==============================] - 0s 11ms/step
>3, 580/693, d1=0.586, d2=0.698 g=1.499
2/2 [==============================] - 0s 12ms/step
>3, 581/693, d1=0.680, d2=0.641 g=1.761
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
>3, 583/693, d1=0.711, d2=0.528 g=1.427
2/2 [==============================] - 0s 12ms/step
>3, 584/693, d1=0.648, d2=0.609 g=1.582
2/2 [==============================] - 0s 13ms/step
>3, 585/693, d1=0.610, d2=0.607 g=1.379
2/2 [==============================] - 0s 13ms/step
>3, 586/693, d1=0.597, d2=0.590 g=1.199
2/2 [==============================] - 0s 13ms/step
>3, 587/693, d1=0.660, d2=0.655 g=1.087
2/2 [==============================] - 0s 14ms/step
>3, 588/693, d1=0.567, d2=0.579 g=1.215
2/2 [==============================] - 0s 13ms/step
>3, 589/693, d1=0.537, d2=0.582 g=1.147
2/2 [==============================] - 0s 13ms/step
>3, 590/693, d1=0.574, d2=0.664 g=0.914
2/2 [==============================] - 0s 13ms/step
>3, 591/693, d1=0.549, d2=0.677 g=0.895
2/2 [==============================] - 0s 11ms/step
>3, 592/693, d1=0.631, d2=0.678 g=1.267
2/2 [==============================] - 0s 13ms/step
>3, 593/693, d1=0.624, d2=0.614 g=1.572
2/2 [==============================] - 0s 13ms/step
>3, 594/693, d1=0.674, d2=0.530 g=1.487
2/2 [==============================] - 0s 13ms/step
>3, 595/693, d1=0.693, d2=0.538 g=1.560
2/2 [==============================] - 0s 14ms/step
>3, 596/693, d1=0.694, d2=0.611 g=1.342
2/2 [==============================] - 0s 12ms/step
>3, 597/693, d1=0.656, d2=0.593 g=0.946
2/2 [==============================] - 0s 13ms/step
>3, 598/693, d1=0.626, d2=0.720 g=0.920
2/2 [==============================] - 0s 12ms/step
>3, 599/693, d1=0.552, d2=0.669 g=1.281
2/2 [==============================] - 0s 13ms/step
>3, 600/693, d1=0.532, d2=0.637 g=1.077
2/2 [==============================] - 0s 12ms/step
>3, 601/693, d1=0.627, d2=0.636 g=1.382
2/2 [==============================] - 0s 12ms/step
>3, 602/693, d1=0.612, d2=0.640 g=1.293
2/2 [==============================] - 0s 13ms/step
>3, 603/693, d1=0.545, d2=0.705 g=1.175
2/2 [==============================] - 0s 14ms/step
>3, 604/693, d1=0.615, d2=0.669 g=1.331
2/2 [==============================] - 0s 14ms/step
>3, 605/693, d1=0.658, d2=0.542 g=1.374
2/2 [==============================] - 0s 12ms/step
>3, 606/693, d1=0.642, d2=0.555 g=1.420
2/2 [==============================] - 0s 15ms/step
>3, 607/693, d1=0.658, d2=0.556 g=1.414
2/2 [==============================] - 0s 12ms/step
>3, 608/693, d1=0.584, d2=0.540 g=1.282
2/2 [==============================] - 0s 13ms/step
>3, 609/693, d1=0.703, d2=0.598 g=1.185
2/2 [==============================] - 0s 13ms/step
>3, 610/693, d1=0.617, d2=0.609 g=1.189
2/2 [==============================] - 0s 15ms/step
>3, 611/693, d1=0.635, d2=0.622 g=1.232
2/2 [==============================] - 0s 15ms/step
>3, 612/693, d1=0.539, d2=0.599 g=1.543
2/2 [==============================] - 0s 13ms/step
>3, 613/693, d1=0.644, d2=0.615 g=1.527
2/2 [==============================] - 0s 13ms/step
>3, 614/693, d1=0.582, d2=0.668 g=1.329
2/2 [==============================] - 0s 12ms/step
>3, 615/693, d1=0.581, d2=0.753 g=1.338
2/2 [==============================] - 0s 12ms/step
>3, 616/693, d1=0.590, d2=0.676 g=1.298
2/2 [==============================] - 0s 11ms/step
>3, 617/693, d1=0.639, d2=0.619 g=1.289
2/2 [==============================] - 0s 13ms/step
>3, 618/693, d1=0.710, d2=0.455 g=1.698
2/2 [==============================] - 0s 13ms/step
>3, 619/693, d1=0.685, d2=0.575 g=1.207
2/2 [==============================] - 0s 12ms/step
>3, 620/693, d1=0.635, d2=0.606 g=1.268
2/2 [==============================] - 0s 13ms/step
>3, 621/693, d1=0.699, d2=0.666 g=1.438
2/2 [==============================] - 0s 14ms/step
>3, 622/693, d1=0.640, d2=0.677 g=1.009
2/2 [==============================] - 0s 13ms/step
>3, 623/693, d1=0.628, d2=0.685 g=1.473
2/2 [==============================] - 0s 12ms/step
>3, 624/693, d1=0.612, d2=0.655 g=1.716
2/2 [==============================] - 0s 14ms/step
>3, 625/693, d1=0.570, d2=0.624 g=1.621
2/2 [==============================] - 0s 14ms/step
>3, 626/693, d1=0.595, d2=0.635 g=1.297
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
>3, 628/693, d1=0.676, d2=0.658 g=1.126
2/2 [==============================] - 0s 13ms/step
>3, 629/693, d1=0.650, d2=0.616 g=1.676
2/2 [==============================] - 0s 14ms/step
>3, 630/693, d1=0.660, d2=0.508 g=1.307
2/2 [==============================] - 0s 12ms/step
>3, 631/693, d1=0.803, d2=0.563 g=1.479
2/2 [==============================] - 0s 12ms/step
>3, 632/693, d1=0.599, d2=0.559 g=1.195
2/2 [==============================] - 0s 14ms/step
>3, 633/693, d1=0.671, d2=0.589 g=1.180
2/2 [==============================] - 0s 14ms/step
>3, 634/693, d1=0.617, d2=0.686 g=1.040
2/2 [==============================] - 0s 13ms/step
>3, 635/693, d1=0.633, d2=0.689 g=1.034
2/2 [==============================] - 0s 14ms/step
>3, 636/693, d1=0.591, d2=0.639 g=1.457
2/2 [==============================] - 0s 12ms/step
>3, 637/693, d1=0.593, d2=0.598 g=1.555
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>3, 640/693, d1=0.636, d2=0.649 g=1.427
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>3, 645/693, d1=0.653, d2=0.644 g=1.429
2/2 [==============================] - 0s 14ms/step
>3, 646/693, d1=0.676, d2=0.587 g=1.278
2/2 [==============================] - 0s 12ms/step
>3, 647/693, d1=0.575, d2=0.648 g=1.319
2/2 [==============================] - 0s 14ms/step
>3, 648/693, d1=0.570, d2=0.637 g=1.303
2/2 [==============================] - 0s 14ms/step
>3, 649/693, d1=0.567, d2=0.594 g=1.447
2/2 [==============================] - 0s 13ms/step
>3, 650/693, d1=0.558, d2=0.637 g=1.101
2/2 [==============================] - 0s 14ms/step
>3, 651/693, d1=0.557, d2=0.644 g=1.422
2/2 [==============================] - 0s 13ms/step
>3, 652/693, d1=0.611, d2=0.687 g=1.166
2/2 [==============================] - 0s 14ms/step
>3, 653/693, d1=0.577, d2=0.660 g=1.596
2/2 [==============================] - 0s 14ms/step
>3, 654/693, d1=0.595, d2=0.623 g=1.460
2/2 [==============================] - 0s 11ms/step
>3, 655/693, d1=0.687, d2=0.619 g=1.331
2/2 [==============================] - 0s 14ms/step
>3, 656/693, d1=0.645, d2=0.611 g=1.160
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
>3, 658/693, d1=0.633, d2=0.630 g=1.320
2/2 [==============================] - 0s 14ms/step
>3, 659/693, d1=0.605, d2=0.572 g=1.325
2/2 [==============================] - 0s 13ms/step
>3, 660/693, d1=0.646, d2=0.675 g=1.358
2/2 [==============================] - 0s 13ms/step
>3, 661/693, d1=0.612, d2=0.579 g=1.090
2/2 [==============================] - 0s 14ms/step
>3, 662/693, d1=0.572, d2=0.586 g=1.446
2/2 [==============================] - 0s 11ms/step
>3, 663/693, d1=0.562, d2=0.568 g=1.247
2/2 [==============================] - 0s 14ms/step
>3, 664/693, d1=0.675, d2=0.643 g=1.577
2/2 [==============================] - 0s 13ms/step
>3, 665/693, d1=0.564, d2=0.623 g=1.247
2/2 [==============================] - 0s 12ms/step
>3, 666/693, d1=0.577, d2=0.596 g=1.065
2/2 [==============================] - 0s 13ms/step
>3, 667/693, d1=0.647, d2=0.647 g=1.666
2/2 [==============================] - 0s 13ms/step
>3, 668/693, d1=0.644, d2=0.535 g=1.336
2/2 [==============================] - 0s 12ms/step
>3, 669/693, d1=0.624, d2=0.530 g=1.296
2/2 [==============================] - 0s 12ms/step
>3, 670/693, d1=0.687, d2=0.581 g=1.468
2/2 [==============================] - 0s 13ms/step
>3, 671/693, d1=0.667, d2=0.593 g=1.263
2/2 [==============================] - 0s 11ms/step
>3, 672/693, d1=0.633, d2=0.671 g=1.412
2/2 [==============================] - 0s 14ms/step
>3, 673/693, d1=0.626, d2=0.680 g=1.014
2/2 [==============================] - 0s 12ms/step
>3, 674/693, d1=0.635, d2=0.654 g=1.379
2/2 [==============================] - 0s 14ms/step
>3, 675/693, d1=0.526, d2=0.571 g=1.287
2/2 [==============================] - 0s 12ms/step
>3, 676/693, d1=0.588, d2=0.638 g=1.531
2/2 [==============================] - 0s 13ms/step
>3, 677/693, d1=0.646, d2=0.720 g=1.153
2/2 [==============================] - 0s 13ms/step
>3, 678/693, d1=0.667, d2=0.622 g=1.195
2/2 [==============================] - 0s 13ms/step
>3, 679/693, d1=0.615, d2=0.540 g=1.367
2/2 [==============================] - 0s 14ms/step
>3, 680/693, d1=0.636, d2=0.576 g=1.236
2/2 [==============================] - 0s 15ms/step
>3, 681/693, d1=0.661, d2=0.545 g=1.358
2/2 [==============================] - 0s 12ms/step
>3, 682/693, d1=0.667, d2=0.639 g=1.163
2/2 [==============================] - 0s 14ms/step
>3, 683/693, d1=0.655, d2=0.631 g=1.227
2/2 [==============================] - 0s 14ms/step
>3, 684/693, d1=0.638, d2=0.609 g=1.084
2/2 [==============================] - 0s 12ms/step
>3, 685/693, d1=0.556, d2=0.644 g=1.707
2/2 [==============================] - 0s 12ms/step
>3, 686/693, d1=0.590, d2=0.613 g=1.151
2/2 [==============================] - 0s 12ms/step
>3, 687/693, d1=0.576, d2=0.615 g=1.079
2/2 [==============================] - 0s 12ms/step
>3, 688/693, d1=0.570, d2=0.662 g=1.041
2/2 [==============================] - 0s 12ms/step
>3, 689/693, d1=0.569, d2=0.757 g=1.284
2/2 [==============================] - 0s 14ms/step
>3, 690/693, d1=0.560, d2=0.615 g=1.367
2/2 [==============================] - 0s 13ms/step
>3, 691/693, d1=0.629, d2=0.625 g=1.308
2/2 [==============================] - 0s 13ms/step
>3, 692/693, d1=0.659, d2=0.565 g=1.454
2/2 [==============================] - 0s 12ms/step
>3, 693/693, d1=0.713, d2=0.503 g=1.605
2/2 [==============================] - 0s 13ms/step
>4, 1/693, d1=0.672, d2=0.568 g=1.270
2/2 [==============================] - 0s 13ms/step
>4, 2/693, d1=0.675, d2=0.664 g=1.216
2/2 [==============================] - 0s 12ms/step
>4, 3/693, d1=0.614, d2=0.657 g=1.162
2/2 [==============================] - 0s 14ms/step
>4, 4/693, d1=0.578, d2=0.585 g=1.304
2/2 [==============================] - 0s 14ms/step
>4, 5/693, d1=0.551, d2=0.542 g=1.505
2/2 [==============================] - 0s 14ms/step
>4, 6/693, d1=0.559, d2=0.639 g=1.246
2/2 [==============================] - 0s 13ms/step
>4, 7/693, d1=0.569, d2=0.627 g=1.982
2/2 [==============================] - 0s 13ms/step
>4, 8/693, d1=0.598, d2=0.628 g=1.147
2/2 [==============================] - 0s 15ms/step
>4, 9/693, d1=0.584, d2=0.711 g=1.444
2/2 [==============================] - 0s 12ms/step
>4, 10/693, d1=0.639, d2=0.678 g=1.577
2/2 [==============================] - 0s 14ms/step
>4, 11/693, d1=0.703, d2=0.591 g=1.428
2/2 [==============================] - 0s 14ms/step
>4, 12/693, d1=0.713, d2=0.629 g=1.250
2/2 [==============================] - 0s 13ms/step
>4, 13/693, d1=0.608, d2=0.615 g=1.507
2/2 [==============================] - 0s 12ms/step
>4, 14/693, d1=0.677, d2=0.614 g=1.654
2/2 [==============================] - 0s 12ms/step
>4, 15/693, d1=0.598, d2=0.610 g=1.322
2/2 [==============================] - 0s 13ms/step
>4, 16/693, d1=0.562, d2=0.623 g=1.314
2/2 [==============================] - 0s 13ms/step
>4, 17/693, d1=0.584, d2=0.592 g=1.332
2/2 [==============================] - 0s 13ms/step
>4, 18/693, d1=0.634, d2=0.603 g=1.425
2/2 [==============================] - 0s 13ms/step
>4, 19/693, d1=0.555, d2=0.590 g=1.750
2/2 [==============================] - 0s 13ms/step
>4, 20/693, d1=0.604, d2=0.585 g=1.304
2/2 [==============================] - 0s 13ms/step
>4, 21/693, d1=0.556, d2=0.640 g=1.307
2/2 [==============================] - 0s 13ms/step
>4, 22/693, d1=0.557, d2=0.616 g=1.248
2/2 [==============================] - 0s 12ms/step
>4, 23/693, d1=0.649, d2=0.645 g=1.563
2/2 [==============================] - 0s 13ms/step
>4, 24/693, d1=0.673, d2=0.518 g=1.159
2/2 [==============================] - 0s 13ms/step
>4, 25/693, d1=0.675, d2=0.529 g=1.375
2/2 [==============================] - 0s 12ms/step
>4, 26/693, d1=0.640, d2=0.512 g=1.329
2/2 [==============================] - 0s 12ms/step
>4, 27/693, d1=0.656, d2=0.610 g=1.121
2/2 [==============================] - 0s 11ms/step
>4, 28/693, d1=0.610, d2=0.621 g=1.116
2/2 [==============================] - 0s 13ms/step
>4, 29/693, d1=0.575, d2=0.571 g=1.357
2/2 [==============================] - 0s 13ms/step
>4, 30/693, d1=0.646, d2=0.644 g=1.282
2/2 [==============================] - 0s 13ms/step
>4, 31/693, d1=0.545, d2=0.589 g=1.165
2/2 [==============================] - 0s 14ms/step
>4, 32/693, d1=0.581, d2=0.700 g=1.585
2/2 [==============================] - 0s 11ms/step
>4, 33/693, d1=0.599, d2=0.683 g=1.310
2/2 [==============================] - 0s 13ms/step
>4, 34/693, d1=0.615, d2=0.664 g=1.026
2/2 [==============================] - 0s 12ms/step
>4, 35/693, d1=0.609, d2=0.669 g=1.251
2/2 [==============================] - 0s 14ms/step
>4, 36/693, d1=0.690, d2=0.613 g=1.182
2/2 [==============================] - 0s 13ms/step
>4, 37/693, d1=0.644, d2=0.588 g=1.439
2/2 [==============================] - 0s 14ms/step
>4, 38/693, d1=0.672, d2=0.567 g=1.508
2/2 [==============================] - 0s 13ms/step
>4, 39/693, d1=0.620, d2=0.653 g=1.036
2/2 [==============================] - 0s 12ms/step
>4, 40/693, d1=0.656, d2=0.632 g=1.007
2/2 [==============================] - 0s 13ms/step
>4, 41/693, d1=0.656, d2=0.630 g=1.234
2/2 [==============================] - 0s 13ms/step
>4, 42/693, d1=0.600, d2=0.531 g=1.538
2/2 [==============================] - 0s 12ms/step
>4, 43/693, d1=0.617, d2=0.627 g=1.579
2/2 [==============================] - 0s 12ms/step
>4, 44/693, d1=0.594, d2=0.683 g=1.074
2/2 [==============================] - 0s 12ms/step
>4, 45/693, d1=0.532, d2=0.583 g=1.186
2/2 [==============================] - 0s 14ms/step
>4, 46/693, d1=0.586, d2=0.670 g=1.435
2/2 [==============================] - 0s 14ms/step
>4, 47/693, d1=0.625, d2=0.587 g=1.540
2/2 [==============================] - 0s 13ms/step
>4, 48/693, d1=0.601, d2=0.604 g=1.668
2/2 [==============================] - 0s 13ms/step
>4, 49/693, d1=0.674, d2=0.521 g=1.401
2/2 [==============================] - 0s 13ms/step
>4, 50/693, d1=0.617, d2=0.514 g=1.389
2/2 [==============================] - 0s 12ms/step
>4, 51/693, d1=0.695, d2=0.610 g=1.372
2/2 [==============================] - 0s 12ms/step
>4, 52/693, d1=0.588, d2=0.676 g=1.271
2/2 [==============================] - 0s 13ms/step
>4, 53/693, d1=0.579, d2=0.663 g=1.281
2/2 [==============================] - 0s 15ms/step
>4, 54/693, d1=0.583, d2=0.726 g=1.484
2/2 [==============================] - 0s 14ms/step
>4, 55/693, d1=0.593, d2=0.561 g=1.140
2/2 [==============================] - 0s 12ms/step
>4, 56/693, d1=0.629, d2=0.720 g=1.524
2/2 [==============================] - 0s 13ms/step
>4, 57/693, d1=0.616, d2=0.715 g=1.624
2/2 [==============================] - 0s 13ms/step
>4, 58/693, d1=0.596, d2=0.632 g=1.595
2/2 [==============================] - 0s 14ms/step
>4, 59/693, d1=0.672, d2=0.624 g=1.401
2/2 [==============================] - 0s 13ms/step
>4, 60/693, d1=0.658, d2=0.550 g=1.427
2/2 [==============================] - 0s 12ms/step
>4, 61/693, d1=0.672, d2=0.556 g=1.485
2/2 [==============================] - 0s 12ms/step
>4, 62/693, d1=0.655, d2=0.613 g=1.058
2/2 [==============================] - 0s 12ms/step
>4, 63/693, d1=0.663, d2=0.683 g=1.274
2/2 [==============================] - 0s 13ms/step
>4, 64/693, d1=0.595, d2=0.610 g=1.364
2/2 [==============================] - 0s 13ms/step
>4, 65/693, d1=0.618, d2=0.565 g=1.417
2/2 [==============================] - 0s 12ms/step
>4, 66/693, d1=0.605, d2=0.652 g=1.238
2/2 [==============================] - 0s 13ms/step
>4, 67/693, d1=0.582, d2=0.692 g=1.656
2/2 [==============================] - 0s 12ms/step
>4, 68/693, d1=0.533, d2=0.676 g=1.301
2/2 [==============================] - 0s 12ms/step
>4, 69/693, d1=0.648, d2=0.688 g=1.193
2/2 [==============================] - 0s 12ms/step
>4, 70/693, d1=0.668, d2=0.601 g=1.458
2/2 [==============================] - 0s 13ms/step
>4, 71/693, d1=0.664, d2=0.537 g=1.189
2/2 [==============================] - 0s 13ms/step
>4, 72/693, d1=0.712, d2=0.552 g=1.357
2/2 [==============================] - 0s 12ms/step
>4, 73/693, d1=0.631, d2=0.588 g=1.330
2/2 [==============================] - 0s 14ms/step
>4, 74/693, d1=0.609, d2=0.659 g=1.275
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
>4, 460/693, d1=0.573, d2=0.671 g=1.487
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>4, 468/693, d1=0.715, d2=0.657 g=1.102
2/2 [==============================] - 0s 12ms/step
>4, 469/693, d1=0.597, d2=0.668 g=1.833
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
>4, 473/693, d1=0.646, d2=0.651 g=1.376
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>4, 476/693, d1=0.666, d2=0.519 g=1.420
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>4, 481/693, d1=0.646, d2=0.602 g=1.456
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
>4, 483/693, d1=0.535, d2=0.567 g=1.433
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
>4, 487/693, d1=0.657, d2=0.473 g=1.349
2/2 [==============================] - 0s 13ms/step
>4, 488/693, d1=0.665, d2=0.560 g=1.547
2/2 [==============================] - 0s 12ms/step
>4, 489/693, d1=0.679, d2=0.535 g=1.536
2/2 [==============================] - 0s 14ms/step
>4, 490/693, d1=0.658, d2=0.603 g=1.314
2/2 [==============================] - 0s 11ms/step
>4, 491/693, d1=0.683, d2=0.727 g=0.931
2/2 [==============================] - 0s 14ms/step
>4, 492/693, d1=0.618, d2=0.702 g=1.131
2/2 [==============================] - 0s 13ms/step
>4, 493/693, d1=0.568, d2=0.645 g=1.146
2/2 [==============================] - 0s 14ms/step
>4, 494/693, d1=0.598, d2=0.569 g=1.384
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
>4, 496/693, d1=0.511, d2=0.616 g=1.619
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
>4, 502/693, d1=0.697, d2=0.638 g=1.093
2/2 [==============================] - 0s 14ms/step
>4, 503/693, d1=0.568, d2=0.647 g=1.204
2/2 [==============================] - 0s 12ms/step
>4, 504/693, d1=0.590, d2=0.626 g=1.281
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
>4, 507/693, d1=0.605, d2=0.658 g=1.207
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
>4, 511/693, d1=0.591, d2=0.604 g=1.586
2/2 [==============================] - 0s 12ms/step
>4, 512/693, d1=0.655, d2=0.587 g=1.660
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
>4, 517/693, d1=0.675, d2=0.600 g=1.385
2/2 [==============================] - 0s 13ms/step
>4, 518/693, d1=0.581, d2=0.632 g=1.287
2/2 [==============================] - 0s 12ms/step
>4, 519/693, d1=0.601, d2=0.612 g=1.406
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
>4, 522/693, d1=0.568, d2=0.654 g=1.398
2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
>4, 524/693, d1=0.640, d2=0.611 g=1.315
2/2 [==============================] - 0s 12ms/step
>4, 525/693, d1=0.614, d2=0.570 g=1.645
2/2 [==============================] - 0s 12ms/step
>4, 526/693, d1=0.679, d2=0.501 g=1.458
2/2 [==============================] - 0s 15ms/step
>4, 527/693, d1=0.665, d2=0.549 g=1.356
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>4, 531/693, d1=0.589, d2=0.648 g=1.210
2/2 [==============================] - 0s 13ms/step
>4, 532/693, d1=0.564, d2=0.558 g=1.974
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
>4, 537/693, d1=0.640, d2=0.594 g=1.793
2/2 [==============================] - 0s 12ms/step
>4, 538/693, d1=0.655, d2=0.495 g=1.282
2/2 [==============================] - 0s 13ms/step
>4, 539/693, d1=0.611, d2=0.577 g=1.266
2/2 [==============================] - 0s 14ms/step
>4, 540/693, d1=0.586, d2=0.597 g=1.467
2/2 [==============================] - 0s 12ms/step
>4, 541/693, d1=0.655, d2=0.594 g=1.462
2/2 [==============================] - 0s 12ms/step
>4, 542/693, d1=0.529, d2=0.696 g=1.363
2/2 [==============================] - 0s 13ms/step
>4, 543/693, d1=0.552, d2=0.577 g=1.390
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
>4, 545/693, d1=0.565, d2=0.681 g=1.681
2/2 [==============================] - 0s 12ms/step
>4, 546/693, d1=0.610, d2=0.745 g=1.570
2/2 [==============================] - 0s 12ms/step
>4, 547/693, d1=0.605, d2=0.693 g=1.203
2/2 [==============================] - 0s 14ms/step
>4, 548/693, d1=0.685, d2=0.633 g=2.032
2/2 [==============================] - 0s 14ms/step
>4, 549/693, d1=0.635, d2=0.567 g=1.868
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>4, 551/693, d1=0.712, d2=0.640 g=1.284
2/2 [==============================] - 0s 13ms/step
>4, 552/693, d1=0.604, d2=0.687 g=1.376
2/2 [==============================] - 0s 12ms/step
>4, 553/693, d1=0.651, d2=0.586 g=1.323
2/2 [==============================] - 0s 14ms/step
>4, 554/693, d1=0.585, d2=0.608 g=1.420
2/2 [==============================] - 0s 13ms/step
>4, 555/693, d1=0.525, d2=0.563 g=1.861
2/2 [==============================] - 0s 13ms/step
>4, 556/693, d1=0.559, d2=0.635 g=1.184
2/2 [==============================] - 0s 13ms/step
>4, 557/693, d1=0.624, d2=0.714 g=1.237
2/2 [==============================] - 0s 15ms/step
>4, 558/693, d1=0.616, d2=0.794 g=1.104
2/2 [==============================] - 0s 12ms/step
>4, 559/693, d1=0.642, d2=0.588 g=1.527
2/2 [==============================] - 0s 13ms/step
>4, 560/693, d1=0.675, d2=0.485 g=1.528
2/2 [==============================] - 0s 13ms/step
>4, 561/693, d1=0.629, d2=0.532 g=1.772
2/2 [==============================] - 0s 13ms/step
>4, 562/693, d1=0.701, d2=0.521 g=1.544
2/2 [==============================] - 0s 13ms/step
>4, 563/693, d1=0.707, d2=0.560 g=1.153
2/2 [==============================] - 0s 13ms/step
>4, 564/693, d1=0.612, d2=0.704 g=1.096
2/2 [==============================] - 0s 13ms/step
>4, 565/693, d1=0.561, d2=0.670 g=1.249
2/2 [==============================] - 0s 13ms/step
>4, 566/693, d1=0.572, d2=0.679 g=1.256
2/2 [==============================] - 0s 12ms/step
>4, 567/693, d1=0.541, d2=0.590 g=1.523
2/2 [==============================] - 0s 12ms/step
>4, 568/693, d1=0.599, d2=0.578 g=1.626
2/2 [==============================] - 0s 12ms/step
>4, 569/693, d1=0.654, d2=0.656 g=1.284
2/2 [==============================] - 0s 12ms/step
>4, 570/693, d1=0.568, d2=0.634 g=1.217
2/2 [==============================] - 0s 13ms/step
>4, 571/693, d1=0.565, d2=0.712 g=1.499
2/2 [==============================] - 0s 13ms/step
>4, 572/693, d1=0.595, d2=0.592 g=1.688
2/2 [==============================] - 0s 11ms/step
>4, 573/693, d1=0.633, d2=0.603 g=1.312
2/2 [==============================] - 0s 12ms/step
>4, 574/693, d1=0.688, d2=0.529 g=1.532
2/2 [==============================] - 0s 12ms/step
>4, 575/693, d1=0.663, d2=0.602 g=1.522
2/2 [==============================] - 0s 12ms/step
>4, 576/693, d1=0.669, d2=0.585 g=1.871
2/2 [==============================] - 0s 13ms/step
>4, 577/693, d1=0.667, d2=0.644 g=1.616
2/2 [==============================] - 0s 14ms/step
>4, 578/693, d1=0.578, d2=0.621 g=0.916
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
>4, 580/693, d1=0.671, d2=0.588 g=1.495
2/2 [==============================] - 0s 12ms/step
>4, 581/693, d1=0.656, d2=0.683 g=1.462
2/2 [==============================] - 0s 12ms/step
>4, 582/693, d1=0.575, d2=0.704 g=1.103
2/2 [==============================] - 0s 12ms/step
>4, 583/693, d1=0.608, d2=0.688 g=1.142
2/2 [==============================] - 0s 13ms/step
>4, 584/693, d1=0.611, d2=0.600 g=1.296
2/2 [==============================] - 0s 12ms/step
>4, 585/693, d1=0.597, d2=0.563 g=1.303
2/2 [==============================] - 0s 13ms/step
>4, 586/693, d1=0.610, d2=0.542 g=1.598
2/2 [==============================] - 0s 13ms/step
>4, 587/693, d1=0.602, d2=0.512 g=2.065
2/2 [==============================] - 0s 14ms/step
>4, 588/693, d1=0.624, d2=0.571 g=1.433
2/2 [==============================] - 0s 15ms/step
>4, 589/693, d1=0.665, d2=0.558 g=1.465
2/2 [==============================] - 0s 13ms/step
>4, 590/693, d1=0.638, d2=0.635 g=1.460
2/2 [==============================] - 0s 13ms/step
>4, 591/693, d1=0.603, d2=0.664 g=1.308
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
>4, 593/693, d1=0.575, d2=0.634 g=1.237
2/2 [==============================] - 0s 12ms/step
>4, 594/693, d1=0.616, d2=0.640 g=1.455
2/2 [==============================] - 0s 14ms/step
>4, 595/693, d1=0.543, d2=0.597 g=1.142
2/2 [==============================] - 0s 14ms/step
>4, 596/693, d1=0.521, d2=0.605 g=1.353
2/2 [==============================] - 0s 12ms/step
>4, 597/693, d1=0.611, d2=0.649 g=1.334
2/2 [==============================] - 0s 12ms/step
>4, 598/693, d1=0.609, d2=0.600 g=1.598
2/2 [==============================] - 0s 12ms/step
>4, 599/693, d1=0.687, d2=0.563 g=1.745
2/2 [==============================] - 0s 13ms/step
>4, 600/693, d1=0.607, d2=0.586 g=1.173
2/2 [==============================] - 0s 14ms/step
>4, 601/693, d1=0.634, d2=0.598 g=1.618
2/2 [==============================] - 0s 13ms/step
>4, 602/693, d1=0.611, d2=0.610 g=1.671
2/2 [==============================] - 0s 12ms/step
>4, 603/693, d1=0.531, d2=0.646 g=1.202
2/2 [==============================] - 0s 12ms/step
>4, 604/693, d1=0.608, d2=0.608 g=1.684
2/2 [==============================] - 0s 13ms/step
>4, 605/693, d1=0.561, d2=0.607 g=1.461
2/2 [==============================] - 0s 12ms/step
>4, 606/693, d1=0.626, d2=0.626 g=1.476
2/2 [==============================] - 0s 12ms/step
>4, 607/693, d1=0.561, d2=0.653 g=1.584
2/2 [==============================] - 0s 13ms/step
>4, 608/693, d1=0.614, d2=0.693 g=1.388
2/2 [==============================] - 0s 13ms/step
>4, 609/693, d1=0.649, d2=0.611 g=1.732
2/2 [==============================] - 0s 14ms/step
>4, 610/693, d1=0.634, d2=0.548 g=1.448
2/2 [==============================] - 0s 12ms/step
>4, 611/693, d1=0.649, d2=0.535 g=1.450
2/2 [==============================] - 0s 13ms/step
>4, 612/693, d1=0.602, d2=0.577 g=1.262
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
>4, 620/693, d1=0.565, d2=0.630 g=1.701
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>4, 633/693, d1=0.649, d2=0.574 g=1.678
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 20ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
>4, 651/693, d1=0.625, d2=0.641 g=1.304
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
>4, 693/693, d1=0.628, d2=0.580 g=1.832
2/2 [==============================] - 0s 13ms/step
>5, 1/693, d1=0.640, d2=0.550 g=1.451
2/2 [==============================] - 0s 12ms/step
>5, 2/693, d1=0.627, d2=0.561 g=1.615
2/2 [==============================] - 0s 12ms/step
>5, 3/693, d1=0.542, d2=0.560 g=1.598
2/2 [==============================] - 0s 12ms/step
>5, 4/693, d1=0.650, d2=0.656 g=1.350
2/2 [==============================] - 0s 13ms/step
>5, 5/693, d1=0.603, d2=0.535 g=1.559
2/2 [==============================] - 0s 12ms/step
>5, 6/693, d1=0.555, d2=0.656 g=1.580
2/2 [==============================] - 0s 13ms/step
>5, 7/693, d1=0.564, d2=0.532 g=1.194
2/2 [==============================] - 0s 12ms/step
>5, 8/693, d1=0.622, d2=0.605 g=1.207
2/2 [==============================] - 0s 12ms/step
>5, 9/693, d1=0.603, d2=0.607 g=1.687
2/2 [==============================] - 0s 13ms/step
>5, 10/693, d1=0.559, d2=0.630 g=1.583
2/2 [==============================] - 0s 12ms/step
>5, 11/693, d1=0.602, d2=0.652 g=1.570
2/2 [==============================] - 0s 12ms/step
>5, 12/693, d1=0.656, d2=0.618 g=1.526
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
>5, 16/693, d1=0.584, d2=0.597 g=1.191
2/2 [==============================] - 0s 13ms/step
>5, 17/693, d1=0.587, d2=0.663 g=1.723
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
>5, 19/693, d1=0.575, d2=0.539 g=2.051
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
>5, 21/693, d1=0.589, d2=0.619 g=1.327
2/2 [==============================] - 0s 12ms/step
>5, 22/693, d1=0.602, d2=0.672 g=1.262
2/2 [==============================] - 0s 14ms/step
>5, 23/693, d1=0.661, d2=0.609 g=1.635
2/2 [==============================] - 0s 13ms/step
>5, 24/693, d1=0.567, d2=0.589 g=1.245
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
>5, 26/693, d1=0.664, d2=0.607 g=1.194
2/2 [==============================] - 0s 12ms/step
>5, 27/693, d1=0.580, d2=0.647 g=1.607
2/2 [==============================] - 0s 14ms/step
>5, 28/693, d1=0.572, d2=0.648 g=1.395
2/2 [==============================] - 0s 13ms/step
>5, 29/693, d1=0.620, d2=0.650 g=1.370
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>5, 32/693, d1=0.599, d2=0.594 g=1.687
2/2 [==============================] - 0s 12ms/step
>5, 33/693, d1=0.598, d2=0.639 g=1.534
2/2 [==============================] - 0s 12ms/step
>5, 34/693, d1=0.609, d2=0.630 g=1.456
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
>5, 36/693, d1=0.610, d2=0.578 g=1.535
2/2 [==============================] - 0s 13ms/step
>5, 37/693, d1=0.609, d2=0.597 g=1.540
2/2 [==============================] - 0s 12ms/step
>5, 38/693, d1=0.605, d2=0.565 g=1.133
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
>5, 40/693, d1=0.653, d2=0.668 g=1.421
2/2 [==============================] - 0s 13ms/step
>5, 41/693, d1=0.550, d2=0.590 g=1.684
2/2 [==============================] - 0s 14ms/step
>5, 42/693, d1=0.586, d2=0.549 g=1.506
2/2 [==============================] - 0s 14ms/step
>5, 43/693, d1=0.589, d2=0.570 g=1.180
2/2 [==============================] - 0s 14ms/step
>5, 44/693, d1=0.558, d2=0.676 g=1.586
2/2 [==============================] - 0s 12ms/step
>5, 45/693, d1=0.644, d2=0.647 g=1.372
2/2 [==============================] - 0s 13ms/step
>5, 46/693, d1=0.600, d2=0.586 g=1.759
2/2 [==============================] - 0s 14ms/step
>5, 47/693, d1=0.611, d2=0.587 g=1.646
2/2 [==============================] - 0s 12ms/step
>5, 48/693, d1=0.603, d2=0.582 g=1.565
2/2 [==============================] - 0s 14ms/step
>5, 49/693, d1=0.658, d2=0.571 g=1.208
2/2 [==============================] - 0s 13ms/step
>5, 50/693, d1=0.604, d2=0.657 g=1.629
2/2 [==============================] - 0s 12ms/step
>5, 51/693, d1=0.561, d2=0.578 g=1.503
2/2 [==============================] - 0s 13ms/step
>5, 52/693, d1=0.621, d2=0.532 g=2.117
2/2 [==============================] - 0s 12ms/step
>5, 53/693, d1=0.624, d2=0.532 g=1.539
2/2 [==============================] - 0s 12ms/step
>5, 54/693, d1=0.582, d2=0.660 g=1.397
2/2 [==============================] - 0s 13ms/step
>5, 55/693, d1=0.520, d2=0.661 g=1.336
2/2 [==============================] - 0s 13ms/step
>5, 56/693, d1=0.637, d2=0.626 g=1.548
2/2 [==============================] - 0s 13ms/step
>5, 57/693, d1=0.640, d2=0.585 g=1.661
2/2 [==============================] - 0s 12ms/step
>5, 58/693, d1=0.715, d2=0.582 g=1.657
2/2 [==============================] - 0s 13ms/step
>5, 59/693, d1=0.666, d2=0.537 g=1.491
2/2 [==============================] - 0s 13ms/step
>5, 60/693, d1=0.682, d2=0.603 g=0.977
2/2 [==============================] - 0s 15ms/step
>5, 61/693, d1=0.563, d2=0.644 g=1.542
2/2 [==============================] - 0s 15ms/step
>5, 62/693, d1=0.572, d2=0.670 g=1.454
2/2 [==============================] - 0s 12ms/step
>5, 63/693, d1=0.598, d2=0.598 g=1.773
2/2 [==============================] - 0s 14ms/step
>5, 64/693, d1=0.618, d2=0.638 g=1.310
2/2 [==============================] - 0s 13ms/step
>5, 65/693, d1=0.526, d2=0.593 g=1.357
2/2 [==============================] - 0s 14ms/step
>5, 66/693, d1=0.585, d2=0.646 g=1.344
2/2 [==============================] - 0s 13ms/step
>5, 67/693, d1=0.602, d2=0.625 g=1.716
2/2 [==============================] - 0s 12ms/step
>5, 68/693, d1=0.626, d2=0.568 g=1.413
2/2 [==============================] - 0s 13ms/step
>5, 69/693, d1=0.565, d2=0.500 g=1.589
2/2 [==============================] - 0s 13ms/step
>5, 70/693, d1=0.631, d2=0.520 g=1.550
2/2 [==============================] - 0s 14ms/step
>5, 71/693, d1=0.688, d2=0.607 g=1.304
2/2 [==============================] - 0s 12ms/step
>5, 72/693, d1=0.632, d2=0.649 g=1.356
2/2 [==============================] - 0s 13ms/step
>5, 73/693, d1=0.571, d2=0.596 g=1.538
2/2 [==============================] - 0s 13ms/step
>5, 74/693, d1=0.619, d2=0.574 g=1.869
2/2 [==============================] - 0s 12ms/step
>5, 75/693, d1=0.516, d2=0.531 g=1.459
2/2 [==============================] - 0s 13ms/step
>5, 76/693, d1=0.513, d2=0.767 g=1.794
2/2 [==============================] - 0s 14ms/step
>5, 77/693, d1=0.574, d2=0.704 g=1.499
2/2 [==============================] - 0s 13ms/step
>5, 78/693, d1=0.628, d2=0.633 g=1.533
2/2 [==============================] - 0s 13ms/step
>5, 79/693, d1=0.645, d2=0.587 g=1.480
2/2 [==============================] - 0s 13ms/step
>5, 80/693, d1=0.653, d2=0.495 g=1.284
2/2 [==============================] - 0s 13ms/step
>5, 81/693, d1=0.713, d2=0.549 g=1.523
2/2 [==============================] - 0s 12ms/step
>5, 82/693, d1=0.602, d2=0.625 g=1.151
2/2 [==============================] - 0s 14ms/step
>5, 83/693, d1=0.558, d2=0.558 g=1.309
2/2 [==============================] - 0s 13ms/step
>5, 84/693, d1=0.610, d2=0.605 g=1.269
2/2 [==============================] - 0s 14ms/step
>5, 85/693, d1=0.626, d2=0.599 g=1.009
2/2 [==============================] - 0s 12ms/step
>5, 86/693, d1=0.511, d2=0.618 g=1.598
2/2 [==============================] - 0s 12ms/step
>5, 87/693, d1=0.562, d2=0.640 g=1.660
2/2 [==============================] - 0s 13ms/step
>5, 88/693, d1=0.623, d2=0.719 g=1.739
2/2 [==============================] - 0s 14ms/step
>5, 89/693, d1=0.620, d2=0.637 g=1.914
2/2 [==============================] - 0s 13ms/step
>5, 90/693, d1=0.594, d2=0.526 g=1.608
2/2 [==============================] - 0s 13ms/step
>5, 91/693, d1=0.601, d2=0.567 g=1.596
2/2 [==============================] - 0s 12ms/step
>5, 92/693, d1=0.671, d2=0.531 g=1.410
2/2 [==============================] - 0s 13ms/step
>5, 93/693, d1=0.602, d2=0.640 g=1.443
2/2 [==============================] - 0s 13ms/step
>5, 94/693, d1=0.642, d2=0.656 g=1.104
2/2 [==============================] - 0s 11ms/step
>5, 95/693, d1=0.613, d2=0.554 g=1.405
2/2 [==============================] - 0s 14ms/step
>5, 96/693, d1=0.549, d2=0.557 g=2.017
2/2 [==============================] - 0s 12ms/step
>5, 97/693, d1=0.648, d2=0.607 g=1.804
2/2 [==============================] - 0s 12ms/step
>5, 98/693, d1=0.550, d2=0.666 g=1.334
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
>5, 101/693, d1=0.612, d2=0.574 g=1.685
2/2 [==============================] - 0s 12ms/step
>5, 102/693, d1=0.611, d2=0.532 g=1.441
2/2 [==============================] - 0s 12ms/step
>5, 103/693, d1=0.720, d2=0.568 g=1.566
2/2 [==============================] - 0s 14ms/step
>5, 104/693, d1=0.633, d2=0.623 g=1.222
2/2 [==============================] - 0s 14ms/step
>5, 105/693, d1=0.645, d2=0.606 g=1.629
2/2 [==============================] - 0s 14ms/step
>5, 106/693, d1=0.585, d2=0.636 g=1.485
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>5, 108/693, d1=0.574, d2=0.553 g=1.502
2/2 [==============================] - 0s 13ms/step
>5, 109/693, d1=0.520, d2=0.691 g=1.437
2/2 [==============================] - 0s 13ms/step
>5, 110/693, d1=0.542, d2=0.682 g=1.972
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>5, 112/693, d1=0.655, d2=0.622 g=1.953
2/2 [==============================] - 0s 13ms/step
>5, 113/693, d1=0.595, d2=0.484 g=1.477
2/2 [==============================] - 0s 12ms/step
>5, 114/693, d1=0.687, d2=0.553 g=1.951
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>5, 117/693, d1=0.617, d2=0.620 g=1.278
2/2 [==============================] - 0s 12ms/step
>5, 118/693, d1=0.603, d2=0.552 g=2.063
2/2 [==============================] - 0s 12ms/step
>5, 119/693, d1=0.567, d2=0.524 g=1.813
2/2 [==============================] - 0s 13ms/step
>5, 120/693, d1=0.554, d2=0.606 g=1.488
2/2 [==============================] - 0s 13ms/step
>5, 121/693, d1=0.557, d2=0.634 g=1.704
2/2 [==============================] - 0s 12ms/step
>5, 122/693, d1=0.510, d2=0.665 g=1.776
2/2 [==============================] - 0s 14ms/step
>5, 123/693, d1=0.668, d2=0.534 g=1.551
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
>5, 129/693, d1=0.595, d2=0.693 g=1.450
2/2 [==============================] - 0s 14ms/step
>5, 130/693, d1=0.618, d2=0.650 g=1.662
2/2 [==============================] - 0s 12ms/step
>5, 131/693, d1=0.637, d2=0.742 g=1.832
2/2 [==============================] - 0s 12ms/step
>5, 132/693, d1=0.608, d2=0.692 g=1.777
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
>5, 135/693, d1=0.665, d2=0.568 g=1.657
2/2 [==============================] - 0s 15ms/step
>5, 136/693, d1=0.599, d2=0.613 g=1.599
2/2 [==============================] - 0s 13ms/step
>5, 137/693, d1=0.653, d2=0.611 g=1.888
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
>5, 141/693, d1=0.636, d2=0.651 g=1.135
2/2 [==============================] - 0s 14ms/step
>5, 142/693, d1=0.609, d2=0.699 g=1.084
2/2 [==============================] - 0s 14ms/step
>5, 143/693, d1=0.580, d2=0.653 g=1.302
2/2 [==============================] - 0s 11ms/step
>5, 144/693, d1=0.564, d2=0.602 g=1.241
2/2 [==============================] - 0s 13ms/step
>5, 145/693, d1=0.601, d2=0.596 g=1.199
2/2 [==============================] - 0s 14ms/step
>5, 146/693, d1=0.603, d2=0.559 g=1.576
2/2 [==============================] - 0s 12ms/step
>5, 147/693, d1=0.662, d2=0.536 g=1.412
2/2 [==============================] - 0s 15ms/step
>5, 148/693, d1=0.611, d2=0.556 g=1.241
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
>5, 430/693, d1=0.651, d2=0.607 g=1.672
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>5, 435/693, d1=0.545, d2=0.638 g=1.301
2/2 [==============================] - 0s 13ms/step
>5, 436/693, d1=0.576, d2=0.663 g=2.097
2/2 [==============================] - 0s 13ms/step
>5, 437/693, d1=0.585, d2=0.549 g=1.628
2/2 [==============================] - 0s 11ms/step
>5, 438/693, d1=0.656, d2=0.568 g=1.521
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
>5, 455/693, d1=0.586, d2=0.586 g=1.378
2/2 [==============================] - 0s 14ms/step
>5, 456/693, d1=0.573, d2=0.562 g=1.777
2/2 [==============================] - 0s 13ms/step
>5, 457/693, d1=0.585, d2=0.649 g=1.980
2/2 [==============================] - 0s 14ms/step
>5, 458/693, d1=0.584, d2=0.673 g=1.435
2/2 [==============================] - 0s 13ms/step
>5, 459/693, d1=0.625, d2=0.622 g=1.739
2/2 [==============================] - 0s 12ms/step
>5, 460/693, d1=0.542, d2=0.580 g=1.384
2/2 [==============================] - 0s 14ms/step
>5, 461/693, d1=0.674, d2=0.590 g=1.606
2/2 [==============================] - 0s 14ms/step
>5, 462/693, d1=0.752, d2=0.592 g=1.384
2/2 [==============================] - 0s 13ms/step
>5, 463/693, d1=0.568, d2=0.627 g=1.372
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
>5, 465/693, d1=0.603, d2=0.549 g=1.625
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
>5, 467/693, d1=0.570, d2=0.721 g=1.226
2/2 [==============================] - 0s 13ms/step
>5, 468/693, d1=0.596, d2=0.551 g=2.227
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
>5, 470/693, d1=0.659, d2=0.566 g=1.396
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
>5, 476/693, d1=0.548, d2=0.561 g=1.630
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
>5, 478/693, d1=0.561, d2=0.588 g=1.440
2/2 [==============================] - 0s 13ms/step
>5, 479/693, d1=0.625, d2=0.598 g=1.176
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
>5, 483/693, d1=0.613, d2=0.597 g=1.657
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
>5, 485/693, d1=0.649, d2=0.586 g=1.367
2/2 [==============================] - 0s 14ms/step
>5, 486/693, d1=0.604, d2=0.626 g=1.672
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
>5, 489/693, d1=0.637, d2=0.680 g=1.497
2/2 [==============================] - 0s 14ms/step
>5, 490/693, d1=0.576, d2=0.534 g=1.616
2/2 [==============================] - 0s 13ms/step
>5, 491/693, d1=0.619, d2=0.552 g=1.537
2/2 [==============================] - 0s 14ms/step
>5, 492/693, d1=0.573, d2=0.557 g=1.682
2/2 [==============================] - 0s 13ms/step
>5, 493/693, d1=0.597, d2=0.592 g=1.943
2/2 [==============================] - 0s 13ms/step
>5, 494/693, d1=0.607, d2=0.637 g=1.439
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
>5, 496/693, d1=0.627, d2=0.604 g=1.611
2/2 [==============================] - 0s 13ms/step
>5, 497/693, d1=0.617, d2=0.560 g=1.423
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
>5, 534/693, d1=0.555, d2=0.655 g=2.289
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
>5, 547/693, d1=0.577, d2=0.469 g=1.543
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
>5, 556/693, d1=0.611, d2=0.503 g=1.889
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>5, 560/693, d1=0.572, d2=0.601 g=1.711
2/2 [==============================] - 0s 13ms/step
>5, 561/693, d1=0.667, d2=0.565 g=1.854
2/2 [==============================] - 0s 13ms/step
>5, 562/693, d1=0.539, d2=0.564 g=1.708
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
>5, 567/693, d1=0.619, d2=0.492 g=1.436
2/2 [==============================] - 0s 13ms/step
>5, 568/693, d1=0.613, d2=0.581 g=1.349
2/2 [==============================] - 0s 13ms/step
>5, 569/693, d1=0.610, d2=0.653 g=1.337
2/2 [==============================] - 0s 12ms/step
>5, 570/693, d1=0.613, d2=0.642 g=1.279
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>5, 573/693, d1=0.626, d2=0.568 g=1.353
2/2 [==============================] - 0s 13ms/step
>5, 574/693, d1=0.573, d2=0.623 g=1.594
2/2 [==============================] - 0s 12ms/step
>5, 575/693, d1=0.601, d2=0.612 g=1.156
2/2 [==============================] - 0s 13ms/step
>5, 576/693, d1=0.558, d2=0.543 g=1.496
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
>5, 580/693, d1=0.635, d2=0.633 g=1.596
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
>5, 586/693, d1=0.558, d2=0.615 g=2.215
2/2 [==============================] - 0s 13ms/step
>5, 587/693, d1=0.610, d2=0.542 g=1.538
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>5, 590/693, d1=0.581, d2=0.609 g=1.383
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>5, 592/693, d1=0.562, d2=0.574 g=1.388
2/2 [==============================] - 0s 13ms/step
>5, 593/693, d1=0.602, d2=0.597 g=1.385
2/2 [==============================] - 0s 13ms/step
>5, 594/693, d1=0.635, d2=0.594 g=1.396
2/2 [==============================] - 0s 12ms/step
>5, 595/693, d1=0.571, d2=0.569 g=1.041
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>5, 598/693, d1=0.547, d2=0.571 g=1.616
2/2 [==============================] - 0s 12ms/step
>5, 599/693, d1=0.655, d2=0.546 g=1.052
2/2 [==============================] - 0s 14ms/step
>5, 600/693, d1=0.670, d2=0.567 g=1.485
2/2 [==============================] - 0s 12ms/step
>5, 601/693, d1=0.563, d2=0.585 g=1.498
2/2 [==============================] - 0s 14ms/step
>5, 602/693, d1=0.549, d2=0.607 g=1.048
2/2 [==============================] - 0s 12ms/step
>5, 603/693, d1=0.596, d2=0.588 g=1.569
2/2 [==============================] - 0s 12ms/step
>5, 604/693, d1=0.574, d2=0.641 g=1.415
2/2 [==============================] - 0s 12ms/step
>5, 605/693, d1=0.580, d2=0.644 g=1.478
2/2 [==============================] - 0s 13ms/step
>5, 606/693, d1=0.531, d2=0.632 g=1.546
2/2 [==============================] - 0s 13ms/step
>5, 607/693, d1=0.565, d2=0.649 g=1.344
2/2 [==============================] - 0s 12ms/step
>5, 608/693, d1=0.555, d2=0.579 g=1.433
2/2 [==============================] - 0s 14ms/step
>5, 609/693, d1=0.628, d2=0.567 g=1.394
2/2 [==============================] - 0s 13ms/step
>5, 610/693, d1=0.631, d2=0.588 g=1.691
2/2 [==============================] - 0s 12ms/step
>5, 611/693, d1=0.623, d2=0.627 g=1.203
2/2 [==============================] - 0s 14ms/step
>5, 612/693, d1=0.567, d2=0.587 g=1.560
2/2 [==============================] - 0s 14ms/step
>5, 613/693, d1=0.562, d2=0.618 g=1.169
2/2 [==============================] - 0s 14ms/step
>5, 614/693, d1=0.606, d2=0.570 g=1.496
2/2 [==============================] - 0s 13ms/step
>5, 615/693, d1=0.542, d2=0.516 g=1.641
2/2 [==============================] - 0s 15ms/step
>5, 616/693, d1=0.570, d2=0.602 g=1.654
2/2 [==============================] - 0s 13ms/step
>5, 617/693, d1=0.495, d2=0.651 g=1.493
2/2 [==============================] - 0s 12ms/step
>5, 618/693, d1=0.570, d2=0.544 g=1.801
2/2 [==============================] - 0s 12ms/step
>5, 619/693, d1=0.554, d2=0.554 g=1.720
2/2 [==============================] - 0s 14ms/step
>5, 620/693, d1=0.642, d2=0.483 g=1.296
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
>5, 622/693, d1=0.626, d2=0.591 g=1.383
2/2 [==============================] - 0s 13ms/step
>5, 623/693, d1=0.591, d2=0.617 g=1.516
2/2 [==============================] - 0s 12ms/step
>5, 624/693, d1=0.622, d2=0.604 g=1.577
2/2 [==============================] - 0s 13ms/step
>5, 625/693, d1=0.541, d2=0.499 g=1.492
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
>5, 628/693, d1=0.588, d2=0.565 g=1.204
2/2 [==============================] - 0s 14ms/step
>5, 629/693, d1=0.598, d2=0.526 g=1.483
2/2 [==============================] - 0s 13ms/step
>5, 630/693, d1=0.673, d2=0.615 g=1.641
2/2 [==============================] - 0s 11ms/step
>5, 631/693, d1=0.619, d2=0.595 g=1.696
2/2 [==============================] - 0s 12ms/step
>5, 632/693, d1=0.589, d2=0.634 g=1.725
2/2 [==============================] - 0s 14ms/step
>5, 633/693, d1=0.641, d2=0.626 g=1.755
2/2 [==============================] - 0s 14ms/step
>5, 634/693, d1=0.490, d2=0.641 g=1.375
2/2 [==============================] - 0s 14ms/step
>5, 635/693, d1=0.592, d2=0.627 g=1.655
2/2 [==============================] - 0s 16ms/step
>5, 636/693, d1=0.588, d2=0.566 g=1.893
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
>5, 638/693, d1=0.603, d2=0.641 g=1.387
2/2 [==============================] - 0s 13ms/step
>5, 639/693, d1=0.667, d2=0.516 g=1.566
2/2 [==============================] - 0s 14ms/step
>5, 640/693, d1=0.569, d2=0.570 g=1.434
2/2 [==============================] - 0s 14ms/step
>5, 641/693, d1=0.537, d2=0.602 g=1.857
2/2 [==============================] - 0s 12ms/step
>5, 642/693, d1=0.660, d2=0.549 g=1.259
2/2 [==============================] - 0s 13ms/step
>5, 643/693, d1=0.599, d2=0.596 g=1.826
2/2 [==============================] - 0s 13ms/step
>5, 644/693, d1=0.636, d2=0.563 g=1.398
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
>5, 646/693, d1=0.540, d2=0.576 g=1.653
2/2 [==============================] - 0s 12ms/step
>5, 647/693, d1=0.650, d2=0.590 g=1.212
2/2 [==============================] - 0s 14ms/step
>5, 648/693, d1=0.547, d2=0.600 g=1.535
2/2 [==============================] - 0s 12ms/step
>5, 649/693, d1=0.544, d2=0.605 g=1.483
2/2 [==============================] - 0s 12ms/step
>5, 650/693, d1=0.650, d2=0.580 g=1.330
2/2 [==============================] - 0s 12ms/step
>5, 651/693, d1=0.547, d2=0.593 g=1.542
2/2 [==============================] - 0s 13ms/step
>5, 652/693, d1=0.619, d2=0.640 g=1.447
2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
>5, 654/693, d1=0.612, d2=0.633 g=1.317
2/2 [==============================] - 0s 12ms/step
>5, 655/693, d1=0.603, d2=0.658 g=1.295
2/2 [==============================] - 0s 13ms/step
>5, 656/693, d1=0.558, d2=0.623 g=1.218
2/2 [==============================] - 0s 12ms/step
>5, 657/693, d1=0.629, d2=0.542 g=1.432
2/2 [==============================] - 0s 11ms/step
>5, 658/693, d1=0.555, d2=0.690 g=1.397
2/2 [==============================] - 0s 12ms/step
>5, 659/693, d1=0.619, d2=0.613 g=1.389
2/2 [==============================] - 0s 12ms/step
>5, 660/693, d1=0.576, d2=0.574 g=1.568
2/2 [==============================] - 0s 14ms/step
>5, 661/693, d1=0.590, d2=0.565 g=1.226
2/2 [==============================] - 0s 14ms/step
>5, 662/693, d1=0.554, d2=0.592 g=1.084
2/2 [==============================] - 0s 15ms/step
>5, 663/693, d1=0.590, d2=0.537 g=1.345
2/2 [==============================] - 0s 13ms/step
>5, 664/693, d1=0.546, d2=0.545 g=1.510
2/2 [==============================] - 0s 14ms/step
>5, 665/693, d1=0.566, d2=0.602 g=1.994
2/2 [==============================] - 0s 13ms/step
>5, 666/693, d1=0.588, d2=0.656 g=1.705
2/2 [==============================] - 0s 13ms/step
>5, 667/693, d1=0.638, d2=0.581 g=1.384
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
>5, 669/693, d1=0.593, d2=0.494 g=1.446
2/2 [==============================] - 0s 13ms/step
>5, 670/693, d1=0.555, d2=0.508 g=1.589
2/2 [==============================] - 0s 12ms/step
>5, 671/693, d1=0.685, d2=0.599 g=1.710
2/2 [==============================] - 0s 13ms/step
>5, 672/693, d1=0.551, d2=0.623 g=1.149
2/2 [==============================] - 0s 12ms/step
>5, 673/693, d1=0.571, d2=0.674 g=1.277
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
>5, 675/693, d1=0.587, d2=0.538 g=1.704
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
>6, 1/693, d1=0.611, d2=0.604 g=1.609
2/2 [==============================] - 0s 11ms/step
>6, 2/693, d1=0.541, d2=0.566 g=2.098
2/2 [==============================] - 0s 13ms/step
>6, 3/693, d1=0.527, d2=0.552 g=1.386
2/2 [==============================] - 0s 14ms/step
>6, 4/693, d1=0.514, d2=0.485 g=1.681
2/2 [==============================] - 0s 13ms/step
>6, 5/693, d1=0.584, d2=0.584 g=1.533
2/2 [==============================] - 0s 13ms/step
>6, 6/693, d1=0.600, d2=0.659 g=1.042
2/2 [==============================] - 0s 12ms/step
>6, 7/693, d1=0.532, d2=0.653 g=1.586
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
>6, 13/693, d1=0.551, d2=0.620 g=1.807
2/2 [==============================] - 0s 13ms/step
>6, 14/693, d1=0.599, d2=0.511 g=1.722
2/2 [==============================] - 0s 14ms/step
>6, 15/693, d1=0.590, d2=0.667 g=1.289
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
>6, 17/693, d1=0.564, d2=0.648 g=1.296
2/2 [==============================] - 0s 13ms/step
>6, 18/693, d1=0.611, d2=0.603 g=1.425
2/2 [==============================] - 0s 13ms/step
>6, 19/693, d1=0.618, d2=0.589 g=1.714
2/2 [==============================] - 0s 13ms/step
>6, 20/693, d1=0.624, d2=0.598 g=1.159
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
>6, 23/693, d1=0.596, d2=0.517 g=1.178
2/2 [==============================] - 0s 13ms/step
>6, 24/693, d1=0.609, d2=0.572 g=2.094
2/2 [==============================] - 0s 13ms/step
>6, 25/693, d1=0.659, d2=0.639 g=1.252
2/2 [==============================] - 0s 11ms/step
>6, 26/693, d1=0.590, d2=0.597 g=1.312
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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>6, 417/693, d1=0.560, d2=0.578 g=1.272
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
>6, 430/693, d1=0.588, d2=0.586 g=1.464
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
>6, 438/693, d1=0.534, d2=0.638 g=1.555
2/2 [==============================] - 0s 12ms/step
>6, 439/693, d1=0.500, d2=0.560 g=1.878
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
>6, 442/693, d1=0.588, d2=0.514 g=1.750
2/2 [==============================] - 0s 12ms/step
>6, 443/693, d1=0.564, d2=0.627 g=2.017
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
>6, 445/693, d1=0.591, d2=0.563 g=1.563
2/2 [==============================] - 0s 13ms/step
>6, 446/693, d1=0.640, d2=0.550 g=1.191
2/2 [==============================] - 0s 13ms/step
>6, 447/693, d1=0.592, d2=0.624 g=1.883
2/2 [==============================] - 0s 14ms/step
>6, 448/693, d1=0.549, d2=0.542 g=1.561
2/2 [==============================] - 0s 13ms/step
>6, 449/693, d1=0.618, d2=0.677 g=2.004
2/2 [==============================] - 0s 13ms/step
>6, 450/693, d1=0.537, d2=0.689 g=1.841
2/2 [==============================] - 0s 13ms/step
>6, 451/693, d1=0.624, d2=0.536 g=2.149
2/2 [==============================] - 0s 14ms/step
>6, 452/693, d1=0.574, d2=0.526 g=1.576
2/2 [==============================] - 0s 14ms/step
>6, 453/693, d1=0.596, d2=0.535 g=1.533
2/2 [==============================] - 0s 14ms/step
>6, 454/693, d1=0.602, d2=0.570 g=2.162
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
>6, 457/693, d1=0.565, d2=0.680 g=1.644
2/2 [==============================] - 0s 12ms/step
>6, 458/693, d1=0.537, d2=0.599 g=2.520
2/2 [==============================] - 0s 12ms/step
>6, 459/693, d1=0.559, d2=0.592 g=1.821
2/2 [==============================] - 0s 14ms/step
>6, 460/693, d1=0.721, d2=0.470 g=1.685
2/2 [==============================] - 0s 13ms/step
>6, 461/693, d1=0.550, d2=0.572 g=1.217
2/2 [==============================] - 0s 13ms/step
>6, 462/693, d1=0.555, d2=0.636 g=1.717
2/2 [==============================] - 0s 11ms/step
>6, 463/693, d1=0.622, d2=0.544 g=1.395
2/2 [==============================] - 0s 12ms/step
>6, 464/693, d1=0.675, d2=0.587 g=1.183
2/2 [==============================] - 0s 12ms/step
>6, 465/693, d1=0.603, d2=0.655 g=1.601
2/2 [==============================] - 0s 13ms/step
>6, 466/693, d1=0.576, d2=0.658 g=1.657
2/2 [==============================] - 0s 12ms/step
>6, 467/693, d1=0.586, d2=0.616 g=1.557
2/2 [==============================] - 0s 14ms/step
>6, 468/693, d1=0.575, d2=0.607 g=1.464
2/2 [==============================] - 0s 14ms/step
>6, 469/693, d1=0.631, d2=0.571 g=1.662
2/2 [==============================] - 0s 14ms/step
>6, 470/693, d1=0.678, d2=0.630 g=1.522
2/2 [==============================] - 0s 11ms/step
>6, 471/693, d1=0.577, d2=0.523 g=2.016
2/2 [==============================] - 0s 13ms/step
>6, 472/693, d1=0.601, d2=0.581 g=1.615
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
>6, 474/693, d1=0.587, d2=0.580 g=1.565
2/2 [==============================] - 0s 12ms/step
>6, 475/693, d1=0.589, d2=0.576 g=1.549
2/2 [==============================] - 0s 12ms/step
>6, 476/693, d1=0.512, d2=0.612 g=1.898
2/2 [==============================] - 0s 12ms/step
>6, 477/693, d1=0.584, d2=0.573 g=1.879
2/2 [==============================] - 0s 13ms/step
>6, 478/693, d1=0.629, d2=0.632 g=1.216
2/2 [==============================] - 0s 12ms/step
>6, 479/693, d1=0.681, d2=0.546 g=1.781
2/2 [==============================] - 0s 13ms/step
>6, 480/693, d1=0.607, d2=0.531 g=1.747
2/2 [==============================] - 0s 12ms/step
>6, 481/693, d1=0.555, d2=0.636 g=1.543
2/2 [==============================] - 0s 14ms/step
>6, 482/693, d1=0.598, d2=0.598 g=1.661
2/2 [==============================] - 0s 12ms/step
>6, 483/693, d1=0.558, d2=0.565 g=1.717
2/2 [==============================] - 0s 13ms/step
>6, 484/693, d1=0.594, d2=0.604 g=1.452
2/2 [==============================] - 0s 13ms/step
>6, 485/693, d1=0.528, d2=0.577 g=2.007
2/2 [==============================] - 0s 12ms/step
>6, 486/693, d1=0.571, d2=0.590 g=1.770
2/2 [==============================] - 0s 11ms/step
>6, 487/693, d1=0.629, d2=0.646 g=1.852
2/2 [==============================] - 0s 12ms/step
>6, 488/693, d1=0.578, d2=0.606 g=1.480
2/2 [==============================] - 0s 14ms/step
>6, 489/693, d1=0.660, d2=0.502 g=1.651
2/2 [==============================] - 0s 12ms/step
>6, 490/693, d1=0.636, d2=0.631 g=1.706
2/2 [==============================] - 0s 12ms/step
>6, 491/693, d1=0.579, d2=0.527 g=1.532
2/2 [==============================] - 0s 12ms/step
>6, 492/693, d1=0.606, d2=0.626 g=1.230
2/2 [==============================] - 0s 13ms/step
>6, 493/693, d1=0.558, d2=0.590 g=1.307
2/2 [==============================] - 0s 14ms/step
>6, 494/693, d1=0.587, d2=0.612 g=1.618
2/2 [==============================] - 0s 12ms/step
>6, 495/693, d1=0.525, d2=0.546 g=1.483
2/2 [==============================] - 0s 13ms/step
>6, 496/693, d1=0.619, d2=0.618 g=2.218
2/2 [==============================] - 0s 13ms/step
>6, 497/693, d1=0.554, d2=0.511 g=1.567
2/2 [==============================] - 0s 13ms/step
>6, 498/693, d1=0.548, d2=0.572 g=1.735
2/2 [==============================] - 0s 14ms/step
>6, 499/693, d1=0.655, d2=0.511 g=1.508
2/2 [==============================] - 0s 12ms/step
>6, 500/693, d1=0.569, d2=0.640 g=1.611
2/2 [==============================] - 0s 12ms/step
>6, 501/693, d1=0.649, d2=0.593 g=1.463
2/2 [==============================] - 0s 13ms/step
>6, 502/693, d1=0.594, d2=0.607 g=1.230
2/2 [==============================] - 0s 14ms/step
>6, 503/693, d1=0.593, d2=0.629 g=1.485
2/2 [==============================] - 0s 14ms/step
>6, 504/693, d1=0.521, d2=0.594 g=1.806
2/2 [==============================] - 0s 13ms/step
>6, 505/693, d1=0.552, d2=0.580 g=1.733
2/2 [==============================] - 0s 12ms/step
>6, 506/693, d1=0.607, d2=0.631 g=1.872
2/2 [==============================] - 0s 11ms/step
>6, 507/693, d1=0.568, d2=0.684 g=1.375
2/2 [==============================] - 0s 11ms/step
>6, 508/693, d1=0.670, d2=0.555 g=1.484
2/2 [==============================] - 0s 12ms/step
>6, 509/693, d1=0.655, d2=0.547 g=1.501
2/2 [==============================] - 0s 12ms/step
>6, 510/693, d1=0.562, d2=0.596 g=2.027
2/2 [==============================] - 0s 12ms/step
>6, 511/693, d1=0.643, d2=0.573 g=1.950
2/2 [==============================] - 0s 13ms/step
>6, 512/693, d1=0.703, d2=0.577 g=1.366
2/2 [==============================] - 0s 14ms/step
>6, 513/693, d1=0.632, d2=0.622 g=1.352
2/2 [==============================] - 0s 13ms/step
>6, 514/693, d1=0.454, d2=0.597 g=1.758
2/2 [==============================] - 0s 13ms/step
>6, 515/693, d1=0.604, d2=0.687 g=1.463
2/2 [==============================] - 0s 12ms/step
>6, 516/693, d1=0.628, d2=0.646 g=1.467
2/2 [==============================] - 0s 13ms/step
>6, 517/693, d1=0.568, d2=0.565 g=1.447
2/2 [==============================] - 0s 13ms/step
>6, 518/693, d1=0.571, d2=0.522 g=1.419
2/2 [==============================] - 0s 12ms/step
>6, 519/693, d1=0.640, d2=0.572 g=1.328
2/2 [==============================] - 0s 13ms/step
>6, 520/693, d1=0.601, d2=0.610 g=1.203
2/2 [==============================] - 0s 12ms/step
>6, 521/693, d1=0.556, d2=0.504 g=1.974
2/2 [==============================] - 0s 13ms/step
>6, 522/693, d1=0.582, d2=0.646 g=1.682
2/2 [==============================] - 0s 11ms/step
>6, 523/693, d1=0.596, d2=0.577 g=1.604
2/2 [==============================] - 0s 13ms/step
>6, 524/693, d1=0.567, d2=0.634 g=1.325
2/2 [==============================] - 0s 13ms/step
>6, 525/693, d1=0.574, d2=0.666 g=1.403
2/2 [==============================] - 0s 13ms/step
>6, 526/693, d1=0.580, d2=0.511 g=2.123
2/2 [==============================] - 0s 13ms/step
>6, 527/693, d1=0.685, d2=0.475 g=1.785
2/2 [==============================] - 0s 13ms/step
>6, 528/693, d1=0.531, d2=0.596 g=1.781
2/2 [==============================] - 0s 13ms/step
>6, 529/693, d1=0.507, d2=0.620 g=1.297
2/2 [==============================] - 0s 14ms/step
>6, 530/693, d1=0.568, d2=0.600 g=1.423
2/2 [==============================] - 0s 14ms/step
>6, 531/693, d1=0.573, d2=0.607 g=1.477
2/2 [==============================] - 0s 14ms/step
>6, 532/693, d1=0.652, d2=0.593 g=1.858
2/2 [==============================] - 0s 13ms/step
>6, 533/693, d1=0.535, d2=0.599 g=1.277
2/2 [==============================] - 0s 13ms/step
>6, 534/693, d1=0.614, d2=0.587 g=1.452
2/2 [==============================] - 0s 13ms/step
>6, 535/693, d1=0.639, d2=0.656 g=1.480
2/2 [==============================] - 0s 13ms/step
>6, 536/693, d1=0.557, d2=0.586 g=1.554
2/2 [==============================] - 0s 13ms/step
>6, 537/693, d1=0.548, d2=0.573 g=2.030
2/2 [==============================] - 0s 12ms/step
>6, 538/693, d1=0.589, d2=0.630 g=2.199
2/2 [==============================] - 0s 13ms/step
>6, 539/693, d1=0.581, d2=0.468 g=1.568
2/2 [==============================] - 0s 13ms/step
>6, 540/693, d1=0.666, d2=0.527 g=1.438
2/2 [==============================] - 0s 12ms/step
>6, 541/693, d1=0.617, d2=0.594 g=1.505
2/2 [==============================] - 0s 14ms/step
>6, 542/693, d1=0.547, d2=0.681 g=1.644
2/2 [==============================] - 0s 12ms/step
>6, 543/693, d1=0.623, d2=0.576 g=1.394
2/2 [==============================] - 0s 13ms/step
>6, 544/693, d1=0.586, d2=0.531 g=1.205
2/2 [==============================] - 0s 13ms/step
>6, 545/693, d1=0.605, d2=0.626 g=1.565
2/2 [==============================] - 0s 14ms/step
>6, 546/693, d1=0.516, d2=0.614 g=1.202
2/2 [==============================] - 0s 12ms/step
>6, 547/693, d1=0.654, d2=0.566 g=1.644
2/2 [==============================] - 0s 12ms/step
>6, 548/693, d1=0.587, d2=0.537 g=2.068
2/2 [==============================] - 0s 12ms/step
>6, 549/693, d1=0.646, d2=0.592 g=1.648
2/2 [==============================] - 0s 13ms/step
>6, 550/693, d1=0.616, d2=0.604 g=1.408
2/2 [==============================] - 0s 14ms/step
>6, 551/693, d1=0.528, d2=0.570 g=1.774
2/2 [==============================] - 0s 14ms/step
>6, 552/693, d1=0.655, d2=0.568 g=1.848
2/2 [==============================] - 0s 13ms/step
>6, 553/693, d1=0.563, d2=0.529 g=1.883
2/2 [==============================] - 0s 12ms/step
>6, 554/693, d1=0.609, d2=0.610 g=1.367
2/2 [==============================] - 0s 14ms/step
>6, 555/693, d1=0.566, d2=0.610 g=1.688
2/2 [==============================] - 0s 11ms/step
>6, 556/693, d1=0.588, d2=0.574 g=1.456
2/2 [==============================] - 0s 13ms/step
>6, 557/693, d1=0.649, d2=0.636 g=1.656
2/2 [==============================] - 0s 12ms/step
>6, 558/693, d1=0.570, d2=0.704 g=1.089
2/2 [==============================] - 0s 12ms/step
>6, 559/693, d1=0.585, d2=0.567 g=1.530
2/2 [==============================] - 0s 12ms/step
>6, 560/693, d1=0.614, d2=0.570 g=1.595
2/2 [==============================] - 0s 14ms/step
>6, 561/693, d1=0.601, d2=0.532 g=1.558
2/2 [==============================] - 0s 14ms/step
>6, 562/693, d1=0.639, d2=0.593 g=1.699
2/2 [==============================] - 0s 13ms/step
>6, 563/693, d1=0.588, d2=0.643 g=1.606
2/2 [==============================] - 0s 12ms/step
>6, 564/693, d1=0.595, d2=0.580 g=1.584
2/2 [==============================] - 0s 12ms/step
>6, 565/693, d1=0.549, d2=0.612 g=1.343
2/2 [==============================] - 0s 13ms/step
>6, 566/693, d1=0.626, d2=0.582 g=1.524
2/2 [==============================] - 0s 13ms/step
>6, 567/693, d1=0.559, d2=0.654 g=1.673
2/2 [==============================] - 0s 15ms/step
>6, 568/693, d1=0.645, d2=0.580 g=1.860
2/2 [==============================] - 0s 12ms/step
>6, 569/693, d1=0.612, d2=0.567 g=1.233
2/2 [==============================] - 0s 13ms/step
>6, 570/693, d1=0.583, d2=0.581 g=1.323
2/2 [==============================] - 0s 13ms/step
>6, 571/693, d1=0.498, d2=0.549 g=1.872
2/2 [==============================] - 0s 13ms/step
>6, 572/693, d1=0.548, d2=0.559 g=2.124
2/2 [==============================] - 0s 12ms/step
>6, 573/693, d1=0.569, d2=0.607 g=1.801
2/2 [==============================] - 0s 14ms/step
>6, 574/693, d1=0.580, d2=0.578 g=1.875
2/2 [==============================] - 0s 12ms/step
>6, 575/693, d1=0.645, d2=0.552 g=1.243
2/2 [==============================] - 0s 11ms/step
>6, 576/693, d1=0.555, d2=0.628 g=1.969
2/2 [==============================] - 0s 13ms/step
>6, 577/693, d1=0.565, d2=0.635 g=1.714
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
>6, 580/693, d1=0.609, d2=0.641 g=1.700
2/2 [==============================] - 0s 13ms/step
>6, 581/693, d1=0.709, d2=0.637 g=1.768
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>6, 584/693, d1=0.579, d2=0.588 g=1.611
2/2 [==============================] - 0s 13ms/step
>6, 585/693, d1=0.601, d2=0.621 g=1.841
2/2 [==============================] - 0s 12ms/step
>6, 586/693, d1=0.719, d2=0.497 g=1.478
2/2 [==============================] - 0s 12ms/step
>6, 587/693, d1=0.533, d2=0.656 g=2.126
2/2 [==============================] - 0s 13ms/step
>6, 588/693, d1=0.589, d2=0.589 g=1.499
2/2 [==============================] - 0s 13ms/step
>6, 589/693, d1=0.534, d2=0.537 g=1.345
2/2 [==============================] - 0s 13ms/step
>6, 590/693, d1=0.568, d2=0.556 g=1.372
2/2 [==============================] - 0s 13ms/step
>6, 591/693, d1=0.613, d2=0.593 g=1.470
2/2 [==============================] - 0s 11ms/step
>6, 592/693, d1=0.642, d2=0.578 g=1.870
2/2 [==============================] - 0s 14ms/step
>6, 593/693, d1=0.544, d2=0.649 g=1.561
2/2 [==============================] - 0s 13ms/step
>6, 594/693, d1=0.602, d2=0.575 g=1.644
2/2 [==============================] - 0s 12ms/step
>6, 595/693, d1=0.540, d2=0.585 g=2.155
2/2 [==============================] - 0s 13ms/step
>6, 596/693, d1=0.661, d2=0.588 g=1.935
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
>6, 602/693, d1=0.582, d2=0.533 g=1.650
2/2 [==============================] - 0s 12ms/step
>6, 603/693, d1=0.610, d2=0.588 g=1.531
2/2 [==============================] - 0s 13ms/step
>6, 604/693, d1=0.547, d2=0.678 g=1.792
2/2 [==============================] - 0s 12ms/step
>6, 605/693, d1=0.537, d2=0.639 g=1.768
2/2 [==============================] - 0s 12ms/step
>6, 606/693, d1=0.645, d2=0.517 g=2.243
2/2 [==============================] - 0s 12ms/step
>6, 607/693, d1=0.601, d2=0.487 g=1.703
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
>7, 586/693, d1=0.628, d2=0.597 g=1.755
2/2 [==============================] - 0s 14ms/step
>7, 587/693, d1=0.526, d2=0.567 g=1.662
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
>7, 590/693, d1=0.687, d2=0.628 g=1.753
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
>7, 595/693, d1=0.640, d2=0.578 g=1.646
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
>7, 599/693, d1=0.597, d2=0.631 g=1.637
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
>7, 602/693, d1=0.640, d2=0.580 g=1.548
2/2 [==============================] - 0s 12ms/step
>7, 603/693, d1=0.518, d2=0.638 g=2.076
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
>8, 494/693, d1=0.643, d2=0.656 g=1.359
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>8, 502/693, d1=0.570, d2=0.561 g=2.334
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
>8, 552/693, d1=0.578, d2=0.548 g=1.813
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
>8, 555/693, d1=0.557, d2=0.575 g=1.620
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
>8, 557/693, d1=0.543, d2=0.551 g=1.644
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
>8, 561/693, d1=0.536, d2=0.499 g=1.550
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>10, 520/693, d1=0.573, d2=0.582 g=1.524
2/2 [==============================] - 0s 13ms/step
>10, 521/693, d1=0.487, d2=0.502 g=2.411
2/2 [==============================] - 0s 13ms/step
>10, 522/693, d1=0.610, d2=0.592 g=1.706
2/2 [==============================] - 0s 13ms/step
>10, 523/693, d1=0.477, d2=0.466 g=1.871
2/2 [==============================] - 0s 13ms/step
>10, 524/693, d1=0.605, d2=0.591 g=1.738
2/2 [==============================] - 0s 13ms/step
>10, 525/693, d1=0.536, d2=0.457 g=1.841
2/2 [==============================] - 0s 13ms/step
>10, 526/693, d1=0.663, d2=0.633 g=1.389
2/2 [==============================] - 0s 13ms/step
>10, 527/693, d1=0.561, d2=0.545 g=2.494
2/2 [==============================] - 0s 14ms/step
>10, 528/693, d1=0.549, d2=0.526 g=1.803
2/2 [==============================] - 0s 13ms/step
>10, 529/693, d1=0.549, d2=0.530 g=1.977
2/2 [==============================] - 0s 14ms/step
>10, 530/693, d1=0.576, d2=0.417 g=2.030
2/2 [==============================] - 0s 13ms/step
>10, 531/693, d1=0.417, d2=0.536 g=2.015
2/2 [==============================] - 0s 13ms/step
>10, 532/693, d1=0.575, d2=0.495 g=1.877
2/2 [==============================] - 0s 14ms/step
>10, 533/693, d1=0.537, d2=0.434 g=2.505
2/2 [==============================] - 0s 15ms/step
>10, 534/693, d1=0.559, d2=0.585 g=1.879
2/2 [==============================] - 0s 15ms/step
>10, 535/693, d1=0.585, d2=0.549 g=2.227
2/2 [==============================] - 0s 14ms/step
>10, 536/693, d1=0.493, d2=0.516 g=1.829
2/2 [==============================] - 0s 13ms/step
>10, 537/693, d1=0.580, d2=0.543 g=2.107
2/2 [==============================] - 0s 12ms/step
>10, 538/693, d1=0.526, d2=0.483 g=1.723
2/2 [==============================] - 0s 12ms/step
>10, 539/693, d1=0.521, d2=0.540 g=2.429
2/2 [==============================] - 0s 13ms/step
>10, 540/693, d1=0.554, d2=0.486 g=1.782
2/2 [==============================] - 0s 14ms/step
>10, 541/693, d1=0.598, d2=0.541 g=1.257
2/2 [==============================] - 0s 13ms/step
>10, 542/693, d1=0.551, d2=0.630 g=1.487
2/2 [==============================] - 0s 13ms/step
>10, 543/693, d1=0.515, d2=0.449 g=2.076
2/2 [==============================] - 0s 12ms/step
>10, 544/693, d1=0.526, d2=0.613 g=1.820
2/2 [==============================] - 0s 13ms/step
>10, 545/693, d1=0.517, d2=0.498 g=2.006
2/2 [==============================] - 0s 14ms/step
>10, 546/693, d1=0.539, d2=0.615 g=1.691
2/2 [==============================] - 0s 11ms/step
>10, 547/693, d1=0.573, d2=0.485 g=1.926
2/2 [==============================] - 0s 13ms/step
>10, 548/693, d1=0.440, d2=0.491 g=2.369
2/2 [==============================] - 0s 12ms/step
>10, 549/693, d1=0.527, d2=0.501 g=1.755
2/2 [==============================] - 0s 13ms/step
>10, 550/693, d1=0.623, d2=0.544 g=1.888
2/2 [==============================] - 0s 14ms/step
>10, 551/693, d1=0.543, d2=0.548 g=1.771
2/2 [==============================] - 0s 13ms/step
>10, 552/693, d1=0.492, d2=0.533 g=1.668
2/2 [==============================] - 0s 14ms/step
>10, 553/693, d1=0.537, d2=0.579 g=2.075
2/2 [==============================] - 0s 13ms/step
>10, 554/693, d1=0.569, d2=0.492 g=2.088
2/2 [==============================] - 0s 14ms/step
>10, 555/693, d1=0.542, d2=0.501 g=1.557
2/2 [==============================] - 0s 12ms/step
>10, 556/693, d1=0.626, d2=0.533 g=1.610
2/2 [==============================] - 0s 13ms/step
>10, 557/693, d1=0.537, d2=0.569 g=1.762
2/2 [==============================] - 0s 13ms/step
>10, 558/693, d1=0.512, d2=0.515 g=1.717
2/2 [==============================] - 0s 13ms/step
>10, 559/693, d1=0.524, d2=0.499 g=1.637
2/2 [==============================] - 0s 14ms/step
>10, 560/693, d1=0.496, d2=0.497 g=2.157
2/2 [==============================] - 0s 13ms/step
>10, 561/693, d1=0.614, d2=0.518 g=1.360
2/2 [==============================] - 0s 12ms/step
>10, 562/693, d1=0.503, d2=0.553 g=1.442
2/2 [==============================] - 0s 14ms/step
>10, 563/693, d1=0.546, d2=0.541 g=1.559
2/2 [==============================] - 0s 12ms/step
>10, 564/693, d1=0.581, d2=0.546 g=2.160
2/2 [==============================] - 0s 12ms/step
>10, 565/693, d1=0.641, d2=0.600 g=1.799
2/2 [==============================] - 0s 14ms/step
>10, 566/693, d1=0.477, d2=0.442 g=2.106
2/2 [==============================] - 0s 14ms/step
>10, 567/693, d1=0.506, d2=0.603 g=2.036
2/2 [==============================] - 0s 13ms/step
>10, 568/693, d1=0.639, d2=0.449 g=1.945
2/2 [==============================] - 0s 14ms/step
>10, 569/693, d1=0.480, d2=0.456 g=1.876
2/2 [==============================] - 0s 14ms/step
>10, 570/693, d1=0.583, d2=0.577 g=1.504
2/2 [==============================] - 0s 14ms/step
>10, 571/693, d1=0.491, d2=0.512 g=1.547
2/2 [==============================] - 0s 13ms/step
>10, 572/693, d1=0.516, d2=0.459 g=1.513
2/2 [==============================] - 0s 14ms/step
>10, 573/693, d1=0.574, d2=0.598 g=2.065
2/2 [==============================] - 0s 11ms/step
>10, 574/693, d1=0.561, d2=0.544 g=1.712
2/2 [==============================] - 0s 12ms/step
>10, 575/693, d1=0.701, d2=0.540 g=1.804
2/2 [==============================] - 0s 13ms/step
>10, 576/693, d1=0.485, d2=0.570 g=2.191
2/2 [==============================] - 0s 12ms/step
>10, 577/693, d1=0.520, d2=0.422 g=2.086
2/2 [==============================] - 0s 13ms/step
>10, 578/693, d1=0.589, d2=0.498 g=1.642
2/2 [==============================] - 0s 13ms/step
>10, 579/693, d1=0.528, d2=0.617 g=2.287
2/2 [==============================] - 0s 13ms/step
>10, 580/693, d1=0.394, d2=0.477 g=2.082
2/2 [==============================] - 0s 13ms/step
>10, 581/693, d1=0.553, d2=0.550 g=1.875
2/2 [==============================] - 0s 14ms/step
>10, 582/693, d1=0.556, d2=0.481 g=1.830
2/2 [==============================] - 0s 13ms/step
>10, 583/693, d1=0.573, d2=0.542 g=1.575
2/2 [==============================] - 0s 13ms/step
>10, 584/693, d1=0.491, d2=0.591 g=1.831
2/2 [==============================] - 0s 11ms/step
>10, 585/693, d1=0.526, d2=0.445 g=1.951
2/2 [==============================] - 0s 13ms/step
>10, 586/693, d1=0.572, d2=0.593 g=1.714
2/2 [==============================] - 0s 14ms/step
>10, 587/693, d1=0.572, d2=0.548 g=2.010
2/2 [==============================] - 0s 14ms/step
>10, 588/693, d1=0.661, d2=0.569 g=2.249
2/2 [==============================] - 0s 12ms/step
>10, 589/693, d1=0.601, d2=0.545 g=2.183
2/2 [==============================] - 0s 13ms/step
>10, 590/693, d1=0.510, d2=0.495 g=2.164
2/2 [==============================] - 0s 12ms/step
>10, 591/693, d1=0.516, d2=0.577 g=2.345
2/2 [==============================] - 0s 14ms/step
>10, 592/693, d1=0.560, d2=0.448 g=1.720
2/2 [==============================] - 0s 14ms/step
>10, 593/693, d1=0.594, d2=0.576 g=1.580
2/2 [==============================] - 0s 12ms/step
>10, 594/693, d1=0.492, d2=0.603 g=1.717
2/2 [==============================] - 0s 12ms/step
>10, 595/693, d1=0.443, d2=0.533 g=1.760
2/2 [==============================] - 0s 13ms/step
>10, 596/693, d1=0.623, d2=0.515 g=1.643
2/2 [==============================] - 0s 13ms/step
>10, 597/693, d1=0.556, d2=0.552 g=1.827
2/2 [==============================] - 0s 13ms/step
>10, 598/693, d1=0.553, d2=0.504 g=1.635
2/2 [==============================] - 0s 13ms/step
>10, 599/693, d1=0.610, d2=0.579 g=1.630
2/2 [==============================] - 0s 14ms/step
>10, 600/693, d1=0.559, d2=0.468 g=1.993
2/2 [==============================] - 0s 14ms/step
>10, 601/693, d1=0.556, d2=0.491 g=1.577
2/2 [==============================] - 0s 13ms/step
>10, 602/693, d1=0.504, d2=0.434 g=2.172
2/2 [==============================] - 0s 11ms/step
>10, 603/693, d1=0.541, d2=0.562 g=1.404
2/2 [==============================] - 0s 11ms/step
>10, 604/693, d1=0.498, d2=0.608 g=1.795
2/2 [==============================] - 0s 14ms/step
>10, 605/693, d1=0.503, d2=0.545 g=2.332
2/2 [==============================] - 0s 13ms/step
>10, 606/693, d1=0.540, d2=0.467 g=1.498
2/2 [==============================] - 0s 15ms/step
>10, 607/693, d1=0.544, d2=0.545 g=1.647
2/2 [==============================] - 0s 13ms/step
>10, 608/693, d1=0.562, d2=0.492 g=1.607
2/2 [==============================] - 0s 12ms/step
>10, 609/693, d1=0.493, d2=0.592 g=2.175
2/2 [==============================] - 0s 11ms/step
>10, 610/693, d1=0.525, d2=0.441 g=2.253
2/2 [==============================] - 0s 15ms/step
>10, 611/693, d1=0.528, d2=0.530 g=2.366
2/2 [==============================] - 0s 14ms/step
>10, 612/693, d1=0.607, d2=0.523 g=1.988
2/2 [==============================] - 0s 13ms/step
>10, 613/693, d1=0.572, d2=0.528 g=2.013
2/2 [==============================] - 0s 13ms/step
>10, 614/693, d1=0.547, d2=0.589 g=2.384
2/2 [==============================] - 0s 12ms/step
>10, 615/693, d1=0.450, d2=0.644 g=1.358
2/2 [==============================] - 0s 13ms/step
>10, 616/693, d1=0.533, d2=0.484 g=1.918
2/2 [==============================] - 0s 13ms/step
>10, 617/693, d1=0.543, d2=0.395 g=1.967
2/2 [==============================] - 0s 13ms/step
>10, 618/693, d1=0.471, d2=0.596 g=1.569
2/2 [==============================] - 0s 14ms/step
>10, 619/693, d1=0.483, d2=0.530 g=1.584
2/2 [==============================] - 0s 15ms/step
>10, 620/693, d1=0.479, d2=0.536 g=2.579
2/2 [==============================] - 0s 13ms/step
>10, 621/693, d1=0.571, d2=0.428 g=1.985
2/2 [==============================] - 0s 15ms/step
>10, 622/693, d1=0.531, d2=0.575 g=1.378
2/2 [==============================] - 0s 12ms/step
>10, 623/693, d1=0.505, d2=0.507 g=1.707
2/2 [==============================] - 0s 12ms/step
>10, 624/693, d1=0.603, d2=0.498 g=2.276
2/2 [==============================] - 0s 12ms/step
>10, 625/693, d1=0.504, d2=0.532 g=1.300
2/2 [==============================] - 0s 13ms/step
>10, 626/693, d1=0.566, d2=0.541 g=1.418
2/2 [==============================] - 0s 15ms/step
>10, 627/693, d1=0.525, d2=0.502 g=2.280
2/2 [==============================] - 0s 15ms/step
>10, 628/693, d1=0.539, d2=0.493 g=1.666
2/2 [==============================] - 0s 13ms/step
>10, 629/693, d1=0.508, d2=0.655 g=2.017
2/2 [==============================] - 0s 12ms/step
>10, 630/693, d1=0.575, d2=0.440 g=2.126
2/2 [==============================] - 0s 12ms/step
>10, 631/693, d1=0.675, d2=0.602 g=1.862
2/2 [==============================] - 0s 14ms/step
>10, 632/693, d1=0.566, d2=0.563 g=1.509
2/2 [==============================] - 0s 12ms/step
>10, 633/693, d1=0.449, d2=0.576 g=2.244
2/2 [==============================] - 0s 13ms/step
>10, 634/693, d1=0.540, d2=0.455 g=1.954
2/2 [==============================] - 0s 13ms/step
>10, 635/693, d1=0.564, d2=0.549 g=1.815
2/2 [==============================] - 0s 15ms/step
>10, 636/693, d1=0.497, d2=0.567 g=1.826
2/2 [==============================] - 0s 14ms/step
>10, 637/693, d1=0.625, d2=0.442 g=2.010
2/2 [==============================] - 0s 13ms/step
>10, 638/693, d1=0.584, d2=0.436 g=1.955
2/2 [==============================] - 0s 15ms/step
>10, 639/693, d1=0.416, d2=0.575 g=1.573
2/2 [==============================] - 0s 13ms/step
>10, 640/693, d1=0.526, d2=0.497 g=1.587
2/2 [==============================] - 0s 14ms/step
>10, 641/693, d1=0.521, d2=0.562 g=1.684
2/2 [==============================] - 0s 14ms/step
>10, 642/693, d1=0.604, d2=0.473 g=1.662
2/2 [==============================] - 0s 15ms/step
>10, 643/693, d1=0.562, d2=0.544 g=1.732
2/2 [==============================] - 0s 13ms/step
>10, 644/693, d1=0.606, d2=0.589 g=2.031
2/2 [==============================] - 0s 13ms/step
>10, 645/693, d1=0.473, d2=0.498 g=2.660
2/2 [==============================] - 0s 13ms/step
>10, 646/693, d1=0.509, d2=0.542 g=1.772
2/2 [==============================] - 0s 14ms/step
>10, 647/693, d1=0.539, d2=0.471 g=1.734
2/2 [==============================] - 0s 12ms/step
>10, 648/693, d1=0.528, d2=0.517 g=1.695
2/2 [==============================] - 0s 14ms/step
>10, 649/693, d1=0.562, d2=0.517 g=1.938
2/2 [==============================] - 0s 13ms/step
>10, 650/693, d1=0.586, d2=0.627 g=2.113
2/2 [==============================] - 0s 12ms/step
>10, 651/693, d1=0.598, d2=0.462 g=2.075
2/2 [==============================] - 0s 13ms/step
>10, 652/693, d1=0.560, d2=0.600 g=1.700
2/2 [==============================] - 0s 13ms/step
>10, 653/693, d1=0.528, d2=0.511 g=1.934
2/2 [==============================] - 0s 13ms/step
>10, 654/693, d1=0.497, d2=0.483 g=1.669
2/2 [==============================] - 0s 12ms/step
>10, 655/693, d1=0.659, d2=0.531 g=1.792
2/2 [==============================] - 0s 14ms/step
>10, 656/693, d1=0.544, d2=0.566 g=1.628
2/2 [==============================] - 0s 13ms/step
>10, 657/693, d1=0.490, d2=0.510 g=1.734
2/2 [==============================] - 0s 14ms/step
>10, 658/693, d1=0.472, d2=0.501 g=2.115
2/2 [==============================] - 0s 15ms/step
>10, 659/693, d1=0.622, d2=0.583 g=1.663
2/2 [==============================] - 0s 14ms/step
>10, 660/693, d1=0.420, d2=0.568 g=1.901
2/2 [==============================] - 0s 14ms/step
>10, 661/693, d1=0.555, d2=0.482 g=1.478
2/2 [==============================] - 0s 14ms/step
>10, 662/693, d1=0.445, d2=0.531 g=2.036
2/2 [==============================] - 0s 12ms/step
>10, 663/693, d1=0.479, d2=0.561 g=2.358
2/2 [==============================] - 0s 12ms/step
>10, 664/693, d1=0.568, d2=0.429 g=2.186
2/2 [==============================] - 0s 14ms/step
>10, 665/693, d1=0.622, d2=0.507 g=2.112
2/2 [==============================] - 0s 13ms/step
>10, 666/693, d1=0.630, d2=0.572 g=1.717
2/2 [==============================] - 0s 13ms/step
>10, 667/693, d1=0.512, d2=0.484 g=1.621
2/2 [==============================] - 0s 12ms/step
>10, 668/693, d1=0.495, d2=0.504 g=2.263
2/2 [==============================] - 0s 14ms/step
>10, 669/693, d1=0.562, d2=0.543 g=1.790
2/2 [==============================] - 0s 13ms/step
>10, 670/693, d1=0.497, d2=0.570 g=1.637
2/2 [==============================] - 0s 12ms/step
>10, 671/693, d1=0.476, d2=0.437 g=2.024
2/2 [==============================] - 0s 12ms/step
>10, 672/693, d1=0.561, d2=0.580 g=1.823
2/2 [==============================] - 0s 13ms/step
>10, 673/693, d1=0.653, d2=0.560 g=1.629
2/2 [==============================] - 0s 13ms/step
>10, 674/693, d1=0.518, d2=0.543 g=1.475
2/2 [==============================] - 0s 12ms/step
>10, 675/693, d1=0.445, d2=0.465 g=2.417
2/2 [==============================] - 0s 13ms/step
>10, 676/693, d1=0.648, d2=0.572 g=1.961
2/2 [==============================] - 0s 12ms/step
>10, 677/693, d1=0.567, d2=0.563 g=1.990
2/2 [==============================] - 0s 14ms/step
>10, 678/693, d1=0.559, d2=0.567 g=1.837
2/2 [==============================] - 0s 13ms/step
>10, 679/693, d1=0.571, d2=0.587 g=2.089
2/2 [==============================] - 0s 14ms/step
>10, 680/693, d1=0.574, d2=0.572 g=1.985
2/2 [==============================] - 0s 14ms/step
>10, 681/693, d1=0.490, d2=0.604 g=1.616
2/2 [==============================] - 0s 13ms/step
>10, 682/693, d1=0.532, d2=0.545 g=1.727
2/2 [==============================] - 0s 13ms/step
>10, 683/693, d1=0.528, d2=0.543 g=1.989
2/2 [==============================] - 0s 13ms/step
>10, 684/693, d1=0.612, d2=0.467 g=1.779
2/2 [==============================] - 0s 14ms/step
>10, 685/693, d1=0.476, d2=0.534 g=1.848
2/2 [==============================] - 0s 15ms/step
>10, 686/693, d1=0.553, d2=0.486 g=1.724
2/2 [==============================] - 0s 13ms/step
>10, 687/693, d1=0.552, d2=0.455 g=1.946
2/2 [==============================] - 0s 13ms/step
>10, 688/693, d1=0.562, d2=0.671 g=1.966
2/2 [==============================] - 0s 14ms/step
>10, 689/693, d1=0.648, d2=0.477 g=1.715
2/2 [==============================] - 0s 13ms/step
>10, 690/693, d1=0.507, d2=0.558 g=1.525
2/2 [==============================] - 0s 15ms/step
>10, 691/693, d1=0.653, d2=0.560 g=1.542
2/2 [==============================] - 0s 13ms/step
>10, 692/693, d1=0.475, d2=0.564 g=1.964
2/2 [==============================] - 0s 13ms/step
>10, 693/693, d1=0.522, d2=0.533 g=2.388
5/5 [==============================] - 0s 59ms/step
>Accuracy real: 64%, fake: 96%
WARNING:tensorflow:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.
2/2 [==============================] - 0s 14ms/step
>11, 1/693, d1=0.581, d2=0.404 g=1.550
2/2 [==============================] - 0s 13ms/step
>11, 2/693, d1=0.469, d2=0.475 g=1.859
2/2 [==============================] - 0s 14ms/step
>11, 3/693, d1=0.478, d2=0.596 g=1.940
2/2 [==============================] - 0s 13ms/step
>11, 4/693, d1=0.505, d2=0.464 g=1.637
2/2 [==============================] - 0s 13ms/step
>11, 5/693, d1=0.499, d2=0.464 g=1.614
2/2 [==============================] - 0s 14ms/step
>11, 6/693, d1=0.456, d2=0.487 g=1.690
2/2 [==============================] - 0s 14ms/step
>11, 7/693, d1=0.500, d2=0.475 g=1.399
2/2 [==============================] - 0s 14ms/step
>11, 8/693, d1=0.485, d2=0.516 g=1.905
2/2 [==============================] - 0s 14ms/step
>11, 9/693, d1=0.602, d2=0.488 g=1.672
2/2 [==============================] - 0s 14ms/step
>11, 10/693, d1=0.630, d2=0.570 g=2.407
2/2 [==============================] - 0s 14ms/step
>11, 11/693, d1=0.407, d2=0.575 g=2.220
2/2 [==============================] - 0s 14ms/step
>11, 12/693, d1=0.505, d2=0.561 g=2.655
2/2 [==============================] - 0s 14ms/step
>11, 13/693, d1=0.474, d2=0.480 g=2.414
2/2 [==============================] - 0s 11ms/step
>11, 14/693, d1=0.712, d2=0.445 g=2.417
2/2 [==============================] - 0s 14ms/step
>11, 15/693, d1=0.533, d2=0.499 g=2.164
2/2 [==============================] - 0s 13ms/step
>11, 16/693, d1=0.463, d2=0.571 g=1.921
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
>11, 527/693, d1=0.444, d2=0.458 g=2.070
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>11, 532/693, d1=0.548, d2=0.483 g=1.754
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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>12, 476/693, d1=0.546, d2=0.518 g=2.099
2/2 [==============================] - 0s 12ms/step
>12, 477/693, d1=0.584, d2=0.485 g=2.358
2/2 [==============================] - 0s 13ms/step
>12, 478/693, d1=0.570, d2=0.580 g=1.773
2/2 [==============================] - 0s 14ms/step
>12, 479/693, d1=0.496, d2=0.458 g=1.767
2/2 [==============================] - 0s 12ms/step
>12, 480/693, d1=0.523, d2=0.625 g=2.323
2/2 [==============================] - 0s 12ms/step
>12, 481/693, d1=0.506, d2=0.498 g=1.786
2/2 [==============================] - 0s 13ms/step
>12, 482/693, d1=0.557, d2=0.432 g=2.094
2/2 [==============================] - 0s 13ms/step
>12, 483/693, d1=0.527, d2=0.493 g=1.512
2/2 [==============================] - 0s 14ms/step
>12, 484/693, d1=0.443, d2=0.497 g=2.144
2/2 [==============================] - 0s 12ms/step
>12, 485/693, d1=0.556, d2=0.560 g=1.987
2/2 [==============================] - 0s 14ms/step
>12, 486/693, d1=0.527, d2=0.509 g=2.352
2/2 [==============================] - 0s 12ms/step
>12, 487/693, d1=0.613, d2=0.444 g=2.457
2/2 [==============================] - 0s 13ms/step
>12, 488/693, d1=0.511, d2=0.573 g=1.898
2/2 [==============================] - 0s 13ms/step
>12, 489/693, d1=0.507, d2=0.557 g=1.891
2/2 [==============================] - 0s 12ms/step
>12, 490/693, d1=0.537, d2=0.463 g=1.688
2/2 [==============================] - 0s 13ms/step
>12, 491/693, d1=0.642, d2=0.501 g=1.893
2/2 [==============================] - 0s 12ms/step
>12, 492/693, d1=0.495, d2=0.494 g=1.827
2/2 [==============================] - 0s 13ms/step
>12, 493/693, d1=0.521, d2=0.466 g=2.262
2/2 [==============================] - 0s 12ms/step
>12, 494/693, d1=0.465, d2=0.553 g=2.101
2/2 [==============================] - 0s 12ms/step
>12, 495/693, d1=0.571, d2=0.385 g=1.773
2/2 [==============================] - 0s 12ms/step
>12, 496/693, d1=0.561, d2=0.472 g=1.744
2/2 [==============================] - 0s 13ms/step
>12, 497/693, d1=0.415, d2=0.497 g=2.448
2/2 [==============================] - 0s 12ms/step
>12, 498/693, d1=0.490, d2=0.524 g=1.910
2/2 [==============================] - 0s 13ms/step
>12, 499/693, d1=0.493, d2=0.556 g=2.298
2/2 [==============================] - 0s 12ms/step
>12, 500/693, d1=0.575, d2=0.427 g=1.778
2/2 [==============================] - 0s 13ms/step
>12, 501/693, d1=0.533, d2=0.407 g=2.010
2/2 [==============================] - 0s 13ms/step
>12, 502/693, d1=0.503, d2=0.570 g=2.204
2/2 [==============================] - 0s 13ms/step
>12, 503/693, d1=0.469, d2=0.471 g=1.819
2/2 [==============================] - 0s 14ms/step
>12, 504/693, d1=0.472, d2=0.364 g=1.650
2/2 [==============================] - 0s 13ms/step
>12, 505/693, d1=0.387, d2=0.437 g=1.824
2/2 [==============================] - 0s 13ms/step
>12, 506/693, d1=0.460, d2=0.557 g=2.344
2/2 [==============================] - 0s 14ms/step
>12, 507/693, d1=0.571, d2=0.417 g=1.907
2/2 [==============================] - 0s 14ms/step
>12, 508/693, d1=0.567, d2=0.432 g=1.590
2/2 [==============================] - 0s 12ms/step
>12, 509/693, d1=0.404, d2=0.506 g=2.013
2/2 [==============================] - 0s 13ms/step
>12, 510/693, d1=0.450, d2=0.458 g=2.055
2/2 [==============================] - 0s 13ms/step
>12, 511/693, d1=0.571, d2=0.475 g=2.207
2/2 [==============================] - 0s 13ms/step
>12, 512/693, d1=0.516, d2=0.521 g=2.422
2/2 [==============================] - 0s 12ms/step
>12, 513/693, d1=0.527, d2=0.510 g=1.565
2/2 [==============================] - 0s 12ms/step
>12, 514/693, d1=0.422, d2=0.488 g=2.068
2/2 [==============================] - 0s 11ms/step
>12, 515/693, d1=0.588, d2=0.404 g=1.939
2/2 [==============================] - 0s 13ms/step
>12, 516/693, d1=0.581, d2=0.470 g=2.164
2/2 [==============================] - 0s 14ms/step
>12, 517/693, d1=0.647, d2=0.568 g=1.997
2/2 [==============================] - 0s 15ms/step
>12, 518/693, d1=0.474, d2=0.513 g=2.041
2/2 [==============================] - 0s 12ms/step
>12, 519/693, d1=0.516, d2=0.504 g=2.140
2/2 [==============================] - 0s 13ms/step
>12, 520/693, d1=0.552, d2=0.536 g=1.916
2/2 [==============================] - 0s 12ms/step
>12, 521/693, d1=0.552, d2=0.522 g=1.863
2/2 [==============================] - 0s 13ms/step
>12, 522/693, d1=0.545, d2=0.581 g=2.065
2/2 [==============================] - 0s 14ms/step
>12, 523/693, d1=0.546, d2=0.439 g=2.256
2/2 [==============================] - 0s 14ms/step
>12, 524/693, d1=0.575, d2=0.470 g=2.016
2/2 [==============================] - 0s 11ms/step
>12, 525/693, d1=0.561, d2=0.589 g=1.691
2/2 [==============================] - 0s 11ms/step
>12, 526/693, d1=0.585, d2=0.549 g=2.059
2/2 [==============================] - 0s 14ms/step
>12, 527/693, d1=0.495, d2=0.577 g=2.020
2/2 [==============================] - 0s 12ms/step
>12, 528/693, d1=0.555, d2=0.460 g=1.974
2/2 [==============================] - 0s 13ms/step
>12, 529/693, d1=0.550, d2=0.472 g=2.154
2/2 [==============================] - 0s 13ms/step
>12, 530/693, d1=0.573, d2=0.435 g=1.790
2/2 [==============================] - 0s 13ms/step
>12, 531/693, d1=0.553, d2=0.554 g=2.101
2/2 [==============================] - 0s 13ms/step
>12, 532/693, d1=0.484, d2=0.559 g=1.810
2/2 [==============================] - 0s 14ms/step
>12, 533/693, d1=0.625, d2=0.611 g=1.967
2/2 [==============================] - 0s 12ms/step
>12, 534/693, d1=0.569, d2=0.534 g=1.891
2/2 [==============================] - 0s 13ms/step
>12, 535/693, d1=0.505, d2=0.613 g=2.328
2/2 [==============================] - 0s 12ms/step
>12, 536/693, d1=0.536, d2=0.372 g=2.269
2/2 [==============================] - 0s 11ms/step
>12, 537/693, d1=0.591, d2=0.509 g=1.847
2/2 [==============================] - 0s 13ms/step
>12, 538/693, d1=0.429, d2=0.488 g=1.650
2/2 [==============================] - 0s 13ms/step
>12, 539/693, d1=0.599, d2=0.399 g=2.026
2/2 [==============================] - 0s 13ms/step
>12, 540/693, d1=0.522, d2=0.577 g=1.945
2/2 [==============================] - 0s 14ms/step
>12, 541/693, d1=0.515, d2=0.453 g=2.216
2/2 [==============================] - 0s 13ms/step
>12, 542/693, d1=0.514, d2=0.533 g=2.415
2/2 [==============================] - 0s 14ms/step
>12, 543/693, d1=0.503, d2=0.497 g=1.821
2/2 [==============================] - 0s 14ms/step
>12, 544/693, d1=0.529, d2=0.496 g=2.691
2/2 [==============================] - 0s 14ms/step
>12, 545/693, d1=0.481, d2=0.490 g=2.215
2/2 [==============================] - 0s 13ms/step
>12, 546/693, d1=0.412, d2=0.471 g=1.885
2/2 [==============================] - 0s 14ms/step
>12, 547/693, d1=0.444, d2=0.514 g=1.605
2/2 [==============================] - 0s 14ms/step
>12, 548/693, d1=0.624, d2=0.553 g=1.706
2/2 [==============================] - 0s 12ms/step
>12, 549/693, d1=0.678, d2=0.404 g=2.120
2/2 [==============================] - 0s 14ms/step
>12, 550/693, d1=0.541, d2=0.614 g=1.672
2/2 [==============================] - 0s 13ms/step
>12, 551/693, d1=0.591, d2=0.662 g=1.777
2/2 [==============================] - 0s 13ms/step
>12, 552/693, d1=0.559, d2=0.471 g=2.156
2/2 [==============================] - 0s 13ms/step
>12, 553/693, d1=0.471, d2=0.483 g=1.700
2/2 [==============================] - 0s 13ms/step
>12, 554/693, d1=0.531, d2=0.422 g=2.012
2/2 [==============================] - 0s 13ms/step
>12, 555/693, d1=0.546, d2=0.439 g=2.287
2/2 [==============================] - 0s 13ms/step
>12, 556/693, d1=0.563, d2=0.482 g=1.915
2/2 [==============================] - 0s 13ms/step
>12, 557/693, d1=0.556, d2=0.641 g=2.048
2/2 [==============================] - 0s 12ms/step
>12, 558/693, d1=0.454, d2=0.487 g=2.268
2/2 [==============================] - 0s 12ms/step
>12, 559/693, d1=0.599, d2=0.504 g=1.543
2/2 [==============================] - 0s 13ms/step
>12, 560/693, d1=0.462, d2=0.589 g=1.919
2/2 [==============================] - 0s 12ms/step
>12, 561/693, d1=0.510, d2=0.516 g=2.382
2/2 [==============================] - 0s 11ms/step
>12, 562/693, d1=0.458, d2=0.527 g=2.043
2/2 [==============================] - 0s 12ms/step
>12, 563/693, d1=0.427, d2=0.414 g=1.684
2/2 [==============================] - 0s 13ms/step
>12, 564/693, d1=0.483, d2=0.403 g=1.975
2/2 [==============================] - 0s 14ms/step
>12, 565/693, d1=0.566, d2=0.473 g=1.989
2/2 [==============================] - 0s 12ms/step
>12, 566/693, d1=0.434, d2=0.461 g=1.656
2/2 [==============================] - 0s 13ms/step
>12, 567/693, d1=0.508, d2=0.418 g=1.979
2/2 [==============================] - 0s 14ms/step
>12, 568/693, d1=0.631, d2=0.598 g=2.001
2/2 [==============================] - 0s 13ms/step
>12, 569/693, d1=0.692, d2=0.486 g=1.830
2/2 [==============================] - 0s 13ms/step
>12, 570/693, d1=0.498, d2=0.557 g=1.916
2/2 [==============================] - 0s 13ms/step
>12, 571/693, d1=0.508, d2=0.479 g=2.080
2/2 [==============================] - 0s 13ms/step
>12, 572/693, d1=0.576, d2=0.530 g=2.036
2/2 [==============================] - 0s 13ms/step
>12, 573/693, d1=0.485, d2=0.526 g=1.585
2/2 [==============================] - 0s 13ms/step
>12, 574/693, d1=0.445, d2=0.466 g=1.878
2/2 [==============================] - 0s 12ms/step
>12, 575/693, d1=0.522, d2=0.544 g=1.762
2/2 [==============================] - 0s 12ms/step
>12, 576/693, d1=0.537, d2=0.562 g=1.825
2/2 [==============================] - 0s 13ms/step
>12, 577/693, d1=0.623, d2=0.491 g=2.234
2/2 [==============================] - 0s 13ms/step
>12, 578/693, d1=0.566, d2=0.512 g=1.809
2/2 [==============================] - 0s 12ms/step
>12, 579/693, d1=0.587, d2=0.587 g=1.840
2/2 [==============================] - 0s 13ms/step
>12, 580/693, d1=0.479, d2=0.523 g=2.287
2/2 [==============================] - 0s 12ms/step
>12, 581/693, d1=0.523, d2=0.438 g=2.648
2/2 [==============================] - 0s 12ms/step
>12, 582/693, d1=0.525, d2=0.508 g=1.889
2/2 [==============================] - 0s 12ms/step
>12, 583/693, d1=0.579, d2=0.548 g=1.555
2/2 [==============================] - 0s 11ms/step
>12, 584/693, d1=0.496, d2=0.487 g=1.732
2/2 [==============================] - 0s 12ms/step
>12, 585/693, d1=0.566, d2=0.503 g=1.835
2/2 [==============================] - 0s 12ms/step
>12, 586/693, d1=0.458, d2=0.531 g=2.193
2/2 [==============================] - 0s 11ms/step
>12, 587/693, d1=0.609, d2=0.430 g=1.985
2/2 [==============================] - 0s 12ms/step
>12, 588/693, d1=0.510, d2=0.548 g=2.083
2/2 [==============================] - 0s 13ms/step
>12, 589/693, d1=0.525, d2=0.537 g=2.120
2/2 [==============================] - 0s 12ms/step
>12, 590/693, d1=0.553, d2=0.449 g=2.249
2/2 [==============================] - 0s 13ms/step
>12, 591/693, d1=0.597, d2=0.549 g=1.943
2/2 [==============================] - 0s 16ms/step
>12, 592/693, d1=0.445, d2=0.538 g=2.036
2/2 [==============================] - 0s 13ms/step
>12, 593/693, d1=0.505, d2=0.478 g=2.048
2/2 [==============================] - 0s 12ms/step
>12, 594/693, d1=0.555, d2=0.520 g=2.086
2/2 [==============================] - 0s 11ms/step
>12, 595/693, d1=0.523, d2=0.452 g=1.844
2/2 [==============================] - 0s 12ms/step
>12, 596/693, d1=0.568, d2=0.608 g=1.593
2/2 [==============================] - 0s 12ms/step
>12, 597/693, d1=0.462, d2=0.438 g=2.108
2/2 [==============================] - 0s 14ms/step
>12, 598/693, d1=0.527, d2=0.480 g=2.008
2/2 [==============================] - 0s 12ms/step
>12, 599/693, d1=0.499, d2=0.447 g=2.069
2/2 [==============================] - 0s 13ms/step
>12, 600/693, d1=0.533, d2=0.495 g=1.847
2/2 [==============================] - 0s 13ms/step
>12, 601/693, d1=0.550, d2=0.446 g=2.494
2/2 [==============================] - 0s 11ms/step
>12, 602/693, d1=0.557, d2=0.487 g=1.538
2/2 [==============================] - 0s 13ms/step
>12, 603/693, d1=0.501, d2=0.578 g=1.921
2/2 [==============================] - 0s 12ms/step
>12, 604/693, d1=0.411, d2=0.548 g=2.125
2/2 [==============================] - 0s 11ms/step
>12, 605/693, d1=0.474, d2=0.501 g=2.279
2/2 [==============================] - 0s 12ms/step
>12, 606/693, d1=0.557, d2=0.453 g=2.259
2/2 [==============================] - 0s 13ms/step
>12, 607/693, d1=0.568, d2=0.443 g=2.009
2/2 [==============================] - 0s 13ms/step
>12, 608/693, d1=0.492, d2=0.453 g=1.695
2/2 [==============================] - 0s 13ms/step
>12, 609/693, d1=0.365, d2=0.551 g=1.828
2/2 [==============================] - 0s 13ms/step
>12, 610/693, d1=0.538, d2=0.485 g=1.846
2/2 [==============================] - 0s 13ms/step
>12, 611/693, d1=0.593, d2=0.465 g=1.925
2/2 [==============================] - 0s 14ms/step
>12, 612/693, d1=0.512, d2=0.441 g=1.735
2/2 [==============================] - 0s 14ms/step
>12, 613/693, d1=0.559, d2=0.533 g=1.928
2/2 [==============================] - 0s 13ms/step
>12, 614/693, d1=0.570, d2=0.450 g=2.099
2/2 [==============================] - 0s 12ms/step
>12, 615/693, d1=0.503, d2=0.540 g=2.053
2/2 [==============================] - 0s 13ms/step
>12, 616/693, d1=0.533, d2=0.538 g=1.714
2/2 [==============================] - 0s 14ms/step
>12, 617/693, d1=0.512, d2=0.442 g=2.048
2/2 [==============================] - 0s 15ms/step
>12, 618/693, d1=0.611, d2=0.444 g=1.671
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
>12, 620/693, d1=0.571, d2=0.485 g=1.888
2/2 [==============================] - 0s 14ms/step
>12, 621/693, d1=0.417, d2=0.487 g=2.000
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
>12, 624/693, d1=0.472, d2=0.468 g=1.911
2/2 [==============================] - 0s 12ms/step
>12, 625/693, d1=0.708, d2=0.519 g=1.874
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
>12, 635/693, d1=0.589, d2=0.524 g=1.952
2/2 [==============================] - 0s 13ms/step
>12, 636/693, d1=0.547, d2=0.484 g=2.076
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
>12, 650/693, d1=0.536, d2=0.568 g=1.898
2/2 [==============================] - 0s 12ms/step
>12, 651/693, d1=0.499, d2=0.404 g=2.134
2/2 [==============================] - 0s 12ms/step
>12, 652/693, d1=0.511, d2=0.483 g=2.308
2/2 [==============================] - 0s 12ms/step
>12, 653/693, d1=0.454, d2=0.425 g=2.006
2/2 [==============================] - 0s 11ms/step
>12, 654/693, d1=0.458, d2=0.559 g=2.158
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
>12, 657/693, d1=0.489, d2=0.635 g=2.082
2/2 [==============================] - 0s 14ms/step
>12, 658/693, d1=0.498, d2=0.522 g=1.904
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
>12, 665/693, d1=0.596, d2=0.387 g=1.875
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
>19, 493/693, d1=0.499, d2=0.417 g=1.841
2/2 [==============================] - 0s 11ms/step
>19, 494/693, d1=0.377, d2=0.476 g=2.094
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
>19, 527/693, d1=0.517, d2=0.434 g=2.352
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>19, 529/693, d1=0.483, d2=0.435 g=2.281
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
>19, 531/693, d1=0.438, d2=0.432 g=2.565
2/2 [==============================] - 0s 13ms/step
>19, 532/693, d1=0.445, d2=0.396 g=2.220
2/2 [==============================] - 0s 12ms/step
>19, 533/693, d1=0.500, d2=0.511 g=1.812
2/2 [==============================] - 0s 12ms/step
>19, 534/693, d1=0.479, d2=0.387 g=2.426
2/2 [==============================] - 0s 13ms/step
>19, 535/693, d1=0.473, d2=0.325 g=1.675
2/2 [==============================] - 0s 13ms/step
>19, 536/693, d1=0.504, d2=0.479 g=1.939
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
>19, 539/693, d1=0.570, d2=0.447 g=2.096
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
>19, 541/693, d1=0.377, d2=0.381 g=2.883
2/2 [==============================] - 0s 11ms/step
>19, 542/693, d1=0.506, d2=0.492 g=2.966
2/2 [==============================] - 0s 12ms/step
>19, 543/693, d1=0.443, d2=0.417 g=2.447
2/2 [==============================] - 0s 12ms/step
>19, 544/693, d1=0.493, d2=0.445 g=2.465
2/2 [==============================] - 0s 12ms/step
>19, 545/693, d1=0.406, d2=0.432 g=2.974
2/2 [==============================] - 0s 12ms/step
>19, 546/693, d1=0.558, d2=0.483 g=2.382
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
>19, 548/693, d1=0.462, d2=0.339 g=1.753
2/2 [==============================] - 0s 12ms/step
>19, 549/693, d1=0.513, d2=0.354 g=2.157
2/2 [==============================] - 0s 13ms/step
>19, 550/693, d1=0.506, d2=0.585 g=3.055
2/2 [==============================] - 0s 11ms/step
>19, 551/693, d1=0.516, d2=0.394 g=2.435
2/2 [==============================] - 0s 12ms/step
>19, 552/693, d1=0.399, d2=0.379 g=2.683
2/2 [==============================] - 0s 11ms/step
>19, 553/693, d1=0.493, d2=0.413 g=2.541
2/2 [==============================] - 0s 12ms/step
>19, 554/693, d1=0.392, d2=0.387 g=2.182
2/2 [==============================] - 0s 13ms/step
>19, 555/693, d1=0.466, d2=0.518 g=2.330
2/2 [==============================] - 0s 13ms/step
>19, 556/693, d1=0.449, d2=0.512 g=2.423
2/2 [==============================] - 0s 11ms/step
>19, 557/693, d1=0.374, d2=0.356 g=2.419
2/2 [==============================] - 0s 12ms/step
>19, 558/693, d1=0.631, d2=0.455 g=2.639
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
>19, 560/693, d1=0.561, d2=0.388 g=1.691
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
>19, 562/693, d1=0.469, d2=0.479 g=2.005
2/2 [==============================] - 0s 12ms/step
>19, 563/693, d1=0.351, d2=0.377 g=3.211
2/2 [==============================] - 0s 13ms/step
>19, 564/693, d1=0.469, d2=0.394 g=1.999
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
>19, 566/693, d1=0.436, d2=0.364 g=3.059
2/2 [==============================] - 0s 12ms/step
>19, 567/693, d1=0.469, d2=0.512 g=2.461
2/2 [==============================] - 0s 12ms/step
>19, 568/693, d1=0.528, d2=0.466 g=2.766
2/2 [==============================] - 0s 13ms/step
>19, 569/693, d1=0.588, d2=0.418 g=1.949
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
>19, 573/693, d1=0.509, d2=0.342 g=2.415
2/2 [==============================] - 0s 12ms/step
>19, 574/693, d1=0.478, d2=0.401 g=2.369
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
>20, 511/693, d1=0.447, d2=0.403 g=1.809
2/2 [==============================] - 0s 12ms/step
>20, 512/693, d1=0.592, d2=0.496 g=1.973
2/2 [==============================] - 0s 12ms/step
>20, 513/693, d1=0.462, d2=0.491 g=2.036
2/2 [==============================] - 0s 14ms/step
>20, 514/693, d1=0.430, d2=0.385 g=2.622
2/2 [==============================] - 0s 13ms/step
>20, 515/693, d1=0.489, d2=0.354 g=2.132
2/2 [==============================] - 0s 12ms/step
>20, 516/693, d1=0.435, d2=0.391 g=1.984
2/2 [==============================] - 0s 11ms/step
>20, 517/693, d1=0.399, d2=0.402 g=2.343
2/2 [==============================] - 0s 13ms/step
>20, 518/693, d1=0.461, d2=0.488 g=2.280
2/2 [==============================] - 0s 13ms/step
>20, 519/693, d1=0.429, d2=0.472 g=2.809
2/2 [==============================] - 0s 12ms/step
>20, 520/693, d1=0.488, d2=0.491 g=1.883
2/2 [==============================] - 0s 11ms/step
>20, 521/693, d1=0.359, d2=0.398 g=1.818
2/2 [==============================] - 0s 11ms/step
>20, 522/693, d1=0.581, d2=0.456 g=2.178
2/2 [==============================] - 0s 12ms/step
>20, 523/693, d1=0.536, d2=0.465 g=2.270
2/2 [==============================] - 0s 12ms/step
>20, 524/693, d1=0.610, d2=0.344 g=2.028
2/2 [==============================] - 0s 12ms/step
>20, 525/693, d1=0.476, d2=0.558 g=2.104
2/2 [==============================] - 0s 12ms/step
>20, 526/693, d1=0.492, d2=0.453 g=2.526
2/2 [==============================] - 0s 12ms/step
>20, 527/693, d1=0.500, d2=0.353 g=2.088
2/2 [==============================] - 0s 11ms/step
>20, 528/693, d1=0.535, d2=0.613 g=2.320
2/2 [==============================] - 0s 13ms/step
>20, 529/693, d1=0.558, d2=0.467 g=2.384
2/2 [==============================] - 0s 12ms/step
>20, 530/693, d1=0.449, d2=0.411 g=2.445
2/2 [==============================] - 0s 11ms/step
>20, 531/693, d1=0.389, d2=0.450 g=2.487
2/2 [==============================] - 0s 12ms/step
>20, 532/693, d1=0.623, d2=0.421 g=2.254
2/2 [==============================] - 0s 13ms/step
>20, 533/693, d1=0.373, d2=0.530 g=2.396
2/2 [==============================] - 0s 12ms/step
>20, 534/693, d1=0.480, d2=0.432 g=2.576
2/2 [==============================] - 0s 11ms/step
>20, 535/693, d1=0.559, d2=0.522 g=2.309
2/2 [==============================] - 0s 12ms/step
>20, 536/693, d1=0.410, d2=0.299 g=2.253
2/2 [==============================] - 0s 12ms/step
>20, 537/693, d1=0.466, d2=0.551 g=2.441
2/2 [==============================] - 0s 13ms/step
>20, 538/693, d1=0.574, d2=0.387 g=2.407
2/2 [==============================] - 0s 11ms/step
>20, 539/693, d1=0.343, d2=0.365 g=2.599
2/2 [==============================] - 0s 12ms/step
>20, 540/693, d1=0.515, d2=0.415 g=2.373
2/2 [==============================] - 0s 11ms/step
>20, 541/693, d1=0.328, d2=0.400 g=2.801
2/2 [==============================] - 0s 11ms/step
>20, 542/693, d1=0.483, d2=0.361 g=3.081
2/2 [==============================] - 0s 12ms/step
>20, 543/693, d1=0.408, d2=0.444 g=2.216
2/2 [==============================] - 0s 12ms/step
>20, 544/693, d1=0.544, d2=0.500 g=2.090
2/2 [==============================] - 0s 12ms/step
>20, 545/693, d1=0.479, d2=0.423 g=2.433
2/2 [==============================] - 0s 12ms/step
>20, 546/693, d1=0.517, d2=0.487 g=2.071
2/2 [==============================] - 0s 12ms/step
>20, 547/693, d1=0.465, d2=0.361 g=1.976
2/2 [==============================] - 0s 12ms/step
>20, 548/693, d1=0.452, d2=0.364 g=2.101
2/2 [==============================] - 0s 12ms/step
>20, 549/693, d1=0.386, d2=0.414 g=2.002
2/2 [==============================] - 0s 12ms/step
>20, 550/693, d1=0.406, d2=0.466 g=2.614
2/2 [==============================] - 0s 13ms/step
>20, 551/693, d1=0.487, d2=0.417 g=2.455
2/2 [==============================] - 0s 12ms/step
>20, 552/693, d1=0.482, d2=0.317 g=2.122
2/2 [==============================] - 0s 12ms/step
>20, 553/693, d1=0.470, d2=0.413 g=2.176
2/2 [==============================] - 0s 12ms/step
>20, 554/693, d1=0.441, d2=0.456 g=2.463
2/2 [==============================] - 0s 11ms/step
>20, 555/693, d1=0.501, d2=0.405 g=2.233
2/2 [==============================] - 0s 14ms/step
>20, 556/693, d1=0.496, d2=0.365 g=2.415
2/2 [==============================] - 0s 12ms/step
>20, 557/693, d1=0.588, d2=0.463 g=2.335
2/2 [==============================] - 0s 12ms/step
>20, 558/693, d1=0.535, d2=0.659 g=1.827
2/2 [==============================] - 0s 12ms/step
>20, 559/693, d1=0.491, d2=0.436 g=2.735
2/2 [==============================] - 0s 11ms/step
>20, 560/693, d1=0.521, d2=0.501 g=1.975
2/2 [==============================] - 0s 13ms/step
>20, 561/693, d1=0.518, d2=0.405 g=2.238
2/2 [==============================] - 0s 11ms/step
>20, 562/693, d1=0.553, d2=0.428 g=1.756
2/2 [==============================] - 0s 12ms/step
>20, 563/693, d1=0.470, d2=0.598 g=1.756
2/2 [==============================] - 0s 13ms/step
>20, 564/693, d1=0.392, d2=0.449 g=2.500
2/2 [==============================] - 0s 12ms/step
>20, 565/693, d1=0.549, d2=0.416 g=1.980
2/2 [==============================] - 0s 12ms/step
>20, 566/693, d1=0.462, d2=0.350 g=2.189
2/2 [==============================] - 0s 12ms/step
>20, 567/693, d1=0.345, d2=0.386 g=2.327
2/2 [==============================] - 0s 11ms/step
>20, 568/693, d1=0.501, d2=0.432 g=1.915
2/2 [==============================] - 0s 11ms/step
>20, 569/693, d1=0.524, d2=0.563 g=2.357
2/2 [==============================] - 0s 11ms/step
>20, 570/693, d1=0.471, d2=0.395 g=2.706
2/2 [==============================] - 0s 12ms/step
>20, 571/693, d1=0.432, d2=0.379 g=2.272
2/2 [==============================] - 0s 12ms/step
>20, 572/693, d1=0.451, d2=0.432 g=2.378
2/2 [==============================] - 0s 12ms/step
>20, 573/693, d1=0.373, d2=0.379 g=2.000
2/2 [==============================] - 0s 12ms/step
>20, 574/693, d1=0.463, d2=0.389 g=2.553
2/2 [==============================] - 0s 11ms/step
>20, 575/693, d1=0.454, d2=0.404 g=2.451
2/2 [==============================] - 0s 12ms/step
>20, 576/693, d1=0.395, d2=0.306 g=2.144
2/2 [==============================] - 0s 12ms/step
>20, 577/693, d1=0.497, d2=0.412 g=2.609
2/2 [==============================] - 0s 12ms/step
>20, 578/693, d1=0.414, d2=0.373 g=2.214
2/2 [==============================] - 0s 12ms/step
>20, 579/693, d1=0.455, d2=0.457 g=1.875
2/2 [==============================] - 0s 11ms/step
>20, 580/693, d1=0.268, d2=0.370 g=2.820
2/2 [==============================] - 0s 11ms/step
>20, 581/693, d1=0.540, d2=0.302 g=2.636
2/2 [==============================] - 0s 12ms/step
>20, 582/693, d1=0.463, d2=0.485 g=2.312
2/2 [==============================] - 0s 12ms/step
>20, 583/693, d1=0.532, d2=0.475 g=2.046
2/2 [==============================] - 0s 12ms/step
>20, 584/693, d1=0.564, d2=0.331 g=2.966
2/2 [==============================] - 0s 12ms/step
>20, 585/693, d1=0.416, d2=0.561 g=2.159
2/2 [==============================] - 0s 12ms/step
>20, 586/693, d1=0.610, d2=0.547 g=2.014
2/2 [==============================] - 0s 11ms/step
>20, 587/693, d1=0.401, d2=0.390 g=2.873
2/2 [==============================] - 0s 13ms/step
>20, 588/693, d1=0.486, d2=0.293 g=3.629
2/2 [==============================] - 0s 11ms/step
>20, 589/693, d1=0.468, d2=0.512 g=3.340
2/2 [==============================] - 0s 12ms/step
>20, 590/693, d1=0.372, d2=0.251 g=3.222
2/2 [==============================] - 0s 12ms/step
>20, 591/693, d1=0.371, d2=0.170 g=5.502
2/2 [==============================] - 0s 12ms/step
>20, 592/693, d1=0.339, d2=0.250 g=3.760
2/2 [==============================] - 0s 12ms/step
>20, 593/693, d1=0.346, d2=0.285 g=2.936
2/2 [==============================] - 0s 11ms/step
>20, 594/693, d1=0.268, d2=0.384 g=3.352
2/2 [==============================] - 0s 11ms/step
>20, 595/693, d1=0.204, d2=0.242 g=3.284
2/2 [==============================] - 0s 13ms/step
>20, 596/693, d1=0.414, d2=0.393 g=2.973
2/2 [==============================] - 0s 12ms/step
>20, 597/693, d1=0.297, d2=0.359 g=2.243
2/2 [==============================] - 0s 12ms/step
>20, 598/693, d1=0.425, d2=0.426 g=4.232
2/2 [==============================] - 0s 12ms/step
>20, 599/693, d1=0.396, d2=0.388 g=1.967
2/2 [==============================] - 0s 12ms/step
>20, 600/693, d1=0.362, d2=0.394 g=2.577
2/2 [==============================] - 0s 12ms/step
>20, 601/693, d1=0.462, d2=0.540 g=3.284
2/2 [==============================] - 0s 11ms/step
>20, 602/693, d1=0.485, d2=0.440 g=3.009
2/2 [==============================] - 0s 11ms/step
>20, 603/693, d1=0.602, d2=0.350 g=2.826
2/2 [==============================] - 0s 11ms/step
>20, 604/693, d1=0.431, d2=0.474 g=3.237
2/2 [==============================] - 0s 12ms/step
>20, 605/693, d1=0.471, d2=0.401 g=2.187
2/2 [==============================] - 0s 11ms/step
>20, 606/693, d1=0.365, d2=0.484 g=3.363
2/2 [==============================] - 0s 11ms/step
>20, 607/693, d1=0.508, d2=0.570 g=3.227
2/2 [==============================] - 0s 12ms/step
>20, 608/693, d1=0.448, d2=0.373 g=4.093
2/2 [==============================] - 0s 11ms/step
>20, 609/693, d1=0.519, d2=0.430 g=2.972
2/2 [==============================] - 0s 12ms/step
>20, 610/693, d1=0.393, d2=0.365 g=2.972
2/2 [==============================] - 0s 11ms/step
>20, 611/693, d1=0.548, d2=0.426 g=2.499
2/2 [==============================] - 0s 12ms/step
>20, 612/693, d1=0.456, d2=0.483 g=3.166
2/2 [==============================] - 0s 12ms/step
>20, 613/693, d1=0.517, d2=0.528 g=2.516
2/2 [==============================] - 0s 12ms/step
>20, 614/693, d1=0.408, d2=0.337 g=2.566
2/2 [==============================] - 0s 12ms/step
>20, 615/693, d1=0.400, d2=0.379 g=2.987
2/2 [==============================] - 0s 13ms/step
>20, 616/693, d1=0.401, d2=0.331 g=2.254
2/2 [==============================] - 0s 11ms/step
>20, 617/693, d1=0.408, d2=0.494 g=2.238
2/2 [==============================] - 0s 11ms/step
>20, 618/693, d1=0.696, d2=0.407 g=3.589
2/2 [==============================] - 0s 11ms/step
>20, 619/693, d1=0.437, d2=0.397 g=2.648
2/2 [==============================] - 0s 12ms/step
>20, 620/693, d1=0.334, d2=0.391 g=2.682
2/2 [==============================] - 0s 11ms/step
>20, 621/693, d1=0.493, d2=0.330 g=2.480
2/2 [==============================] - 0s 12ms/step
>20, 622/693, d1=0.369, d2=0.395 g=1.919
2/2 [==============================] - 0s 11ms/step
>20, 623/693, d1=0.529, d2=0.441 g=2.735
2/2 [==============================] - 0s 11ms/step
>20, 624/693, d1=0.448, d2=0.400 g=2.265
2/2 [==============================] - 0s 12ms/step
>20, 625/693, d1=0.497, d2=0.521 g=2.705
2/2 [==============================] - 0s 12ms/step
>20, 626/693, d1=0.426, d2=0.342 g=3.820
2/2 [==============================] - 0s 11ms/step
>20, 627/693, d1=0.537, d2=0.378 g=2.513
2/2 [==============================] - 0s 13ms/step
>20, 628/693, d1=0.434, d2=0.398 g=3.326
2/2 [==============================] - 0s 11ms/step
>20, 629/693, d1=0.335, d2=0.284 g=3.286
2/2 [==============================] - 0s 14ms/step
>20, 630/693, d1=0.423, d2=0.395 g=3.055
2/2 [==============================] - 0s 11ms/step
>20, 631/693, d1=0.388, d2=0.508 g=2.809
2/2 [==============================] - 0s 13ms/step
>20, 632/693, d1=0.586, d2=0.408 g=3.073
2/2 [==============================] - 0s 13ms/step
>20, 633/693, d1=0.692, d2=0.513 g=3.891
2/2 [==============================] - 0s 12ms/step
>20, 634/693, d1=0.485, d2=0.526 g=2.870
2/2 [==============================] - 0s 13ms/step
>20, 635/693, d1=0.489, d2=0.476 g=2.365
2/2 [==============================] - 0s 12ms/step
>20, 636/693, d1=0.453, d2=0.417 g=2.773
2/2 [==============================] - 0s 12ms/step
>20, 637/693, d1=0.467, d2=0.423 g=2.513
2/2 [==============================] - 0s 13ms/step
>20, 638/693, d1=0.475, d2=0.449 g=2.104
2/2 [==============================] - 0s 13ms/step
>20, 639/693, d1=0.443, d2=0.380 g=2.894
2/2 [==============================] - 0s 12ms/step
>20, 640/693, d1=0.395, d2=0.473 g=2.753
2/2 [==============================] - 0s 12ms/step
>20, 641/693, d1=0.410, d2=0.398 g=2.918
2/2 [==============================] - 0s 12ms/step
>20, 642/693, d1=0.505, d2=0.478 g=2.357
2/2 [==============================] - 0s 12ms/step
>20, 643/693, d1=0.497, d2=0.425 g=2.297
2/2 [==============================] - 0s 14ms/step
>20, 644/693, d1=0.504, d2=0.392 g=2.879
2/2 [==============================] - 0s 12ms/step
>20, 645/693, d1=0.437, d2=0.361 g=2.399
2/2 [==============================] - 0s 12ms/step
>20, 646/693, d1=0.385, d2=0.513 g=2.362
2/2 [==============================] - 0s 11ms/step
>20, 647/693, d1=0.463, d2=0.351 g=2.695
2/2 [==============================] - 0s 13ms/step
>20, 648/693, d1=0.387, d2=0.377 g=2.638
2/2 [==============================] - 0s 13ms/step
>20, 649/693, d1=0.563, d2=0.469 g=2.150
2/2 [==============================] - 0s 13ms/step
>20, 650/693, d1=0.337, d2=0.371 g=3.210
2/2 [==============================] - 0s 13ms/step
>20, 651/693, d1=0.431, d2=0.421 g=2.984
2/2 [==============================] - 0s 12ms/step
>20, 652/693, d1=0.472, d2=0.476 g=2.526
2/2 [==============================] - 0s 11ms/step
>20, 653/693, d1=0.597, d2=0.458 g=2.573
2/2 [==============================] - 0s 11ms/step
>20, 654/693, d1=0.329, d2=0.425 g=2.427
2/2 [==============================] - 0s 13ms/step
>20, 655/693, d1=0.453, d2=0.404 g=3.167
2/2 [==============================] - 0s 12ms/step
>20, 656/693, d1=0.423, d2=0.438 g=2.877
2/2 [==============================] - 0s 11ms/step
>20, 657/693, d1=0.483, d2=0.414 g=2.959
2/2 [==============================] - 0s 12ms/step
>20, 658/693, d1=0.470, d2=0.357 g=2.993
2/2 [==============================] - 0s 11ms/step
>20, 659/693, d1=0.438, d2=0.335 g=2.413
2/2 [==============================] - 0s 11ms/step
>20, 660/693, d1=0.254, d2=0.390 g=3.031
2/2 [==============================] - 0s 12ms/step
>20, 661/693, d1=0.442, d2=0.445 g=2.256
2/2 [==============================] - 0s 11ms/step
>20, 662/693, d1=0.484, d2=0.337 g=3.877
2/2 [==============================] - 0s 11ms/step
>20, 663/693, d1=0.401, d2=0.437 g=3.200
2/2 [==============================] - 0s 12ms/step
>20, 664/693, d1=0.468, d2=0.494 g=2.823
2/2 [==============================] - 0s 11ms/step
>20, 665/693, d1=0.521, d2=0.380 g=2.459
2/2 [==============================] - 0s 12ms/step
>20, 666/693, d1=0.389, d2=0.402 g=2.247
2/2 [==============================] - 0s 12ms/step
>20, 667/693, d1=0.475, d2=0.372 g=3.704
2/2 [==============================] - 0s 12ms/step
>20, 668/693, d1=0.483, d2=0.170 g=6.223
2/2 [==============================] - 0s 12ms/step
>20, 669/693, d1=0.355, d2=0.350 g=2.610
2/2 [==============================] - 0s 11ms/step
>20, 670/693, d1=0.246, d2=0.239 g=4.094
2/2 [==============================] - 0s 11ms/step
>20, 671/693, d1=0.330, d2=0.226 g=2.475
2/2 [==============================] - 0s 11ms/step
>20, 672/693, d1=0.402, d2=0.266 g=2.933
2/2 [==============================] - 0s 12ms/step
>20, 673/693, d1=0.243, d2=0.543 g=3.407
2/2 [==============================] - 0s 12ms/step
>20, 674/693, d1=0.360, d2=0.427 g=2.494
2/2 [==============================] - 0s 12ms/step
>20, 675/693, d1=0.383, d2=0.440 g=2.364
2/2 [==============================] - 0s 11ms/step
>20, 676/693, d1=0.354, d2=0.310 g=2.149
2/2 [==============================] - 0s 12ms/step
>20, 677/693, d1=0.364, d2=0.380 g=2.958
2/2 [==============================] - 0s 11ms/step
>20, 678/693, d1=0.344, d2=0.392 g=2.890
2/2 [==============================] - 0s 12ms/step
>20, 679/693, d1=0.525, d2=0.463 g=3.272
2/2 [==============================] - 0s 13ms/step
>20, 680/693, d1=0.577, d2=0.384 g=2.721
2/2 [==============================] - 0s 12ms/step
>20, 681/693, d1=0.391, d2=0.412 g=2.580
2/2 [==============================] - 0s 12ms/step
>20, 682/693, d1=0.436, d2=0.386 g=2.036
2/2 [==============================] - 0s 12ms/step
>20, 683/693, d1=0.473, d2=0.293 g=2.489
2/2 [==============================] - 0s 12ms/step
>20, 684/693, d1=0.383, d2=0.563 g=1.998
2/2 [==============================] - 0s 12ms/step
>20, 685/693, d1=0.432, d2=0.386 g=2.259
2/2 [==============================] - 0s 13ms/step
>20, 686/693, d1=0.459, d2=0.427 g=2.205
2/2 [==============================] - 0s 11ms/step
>20, 687/693, d1=0.534, d2=0.415 g=2.538
2/2 [==============================] - 0s 14ms/step
>20, 688/693, d1=0.441, d2=0.393 g=2.557
2/2 [==============================] - 0s 12ms/step
>20, 689/693, d1=0.442, d2=0.371 g=2.208
2/2 [==============================] - 0s 11ms/step
>20, 690/693, d1=0.471, d2=0.402 g=1.949
2/2 [==============================] - 0s 12ms/step
>20, 691/693, d1=0.473, d2=0.474 g=2.276
2/2 [==============================] - 0s 13ms/step
>20, 692/693, d1=0.443, d2=0.378 g=2.688
2/2 [==============================] - 0s 12ms/step
>20, 693/693, d1=0.470, d2=0.399 g=2.295
5/5 [==============================] - 0s 14ms/step
>Accuracy real: 75%, fake: 93%
WARNING:tensorflow:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.
2/2 [==============================] - 0s 12ms/step
>21, 1/693, d1=0.493, d2=0.535 g=2.675
2/2 [==============================] - 0s 12ms/step
>21, 2/693, d1=0.501, d2=0.420 g=2.608
2/2 [==============================] - 0s 11ms/step
>21, 3/693, d1=0.455, d2=0.361 g=2.098
2/2 [==============================] - 0s 12ms/step
>21, 4/693, d1=0.500, d2=0.448 g=2.024
2/2 [==============================] - 0s 14ms/step
>21, 5/693, d1=0.459, d2=0.488 g=2.313
2/2 [==============================] - 0s 12ms/step
>21, 6/693, d1=0.393, d2=0.284 g=2.479
2/2 [==============================] - 0s 12ms/step
>21, 7/693, d1=0.402, d2=0.391 g=2.211
2/2 [==============================] - 0s 11ms/step
>21, 8/693, d1=0.365, d2=0.465 g=2.233
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
>21, 492/693, d1=0.416, d2=0.467 g=2.095
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>25, 127/693, d1=0.371, d2=0.340 g=2.402
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
>25, 243/693, d1=0.487, d2=0.428 g=2.073
2/2 [==============================] - 0s 12ms/step
>25, 244/693, d1=0.471, d2=0.529 g=2.226
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
>25, 251/693, d1=0.479, d2=0.416 g=2.652
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
>25, 263/693, d1=0.505, d2=0.439 g=2.511
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
>25, 269/693, d1=0.454, d2=0.398 g=2.034
2/2 [==============================] - 0s 14ms/step
>25, 270/693, d1=0.408, d2=0.417 g=1.672
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
>25, 286/693, d1=0.390, d2=0.432 g=2.447
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
>25, 289/693, d1=0.445, d2=0.409 g=2.297
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
>25, 315/693, d1=0.496, d2=0.469 g=2.807
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
>25, 317/693, d1=0.445, d2=0.409 g=2.487
2/2 [==============================] - 0s 12ms/step
>25, 318/693, d1=0.571, d2=0.526 g=2.642
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
>25, 320/693, d1=0.590, d2=0.441 g=2.352
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>25, 386/693, d1=0.449, d2=0.397 g=2.681
2/2 [==============================] - 0s 14ms/step
>25, 387/693, d1=0.372, d2=0.400 g=2.494
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
>25, 393/693, d1=0.450, d2=0.394 g=2.051
2/2 [==============================] - 0s 13ms/step
>25, 394/693, d1=0.477, d2=0.407 g=2.166
2/2 [==============================] - 0s 14ms/step
>25, 395/693, d1=0.482, d2=0.372 g=2.013
2/2 [==============================] - 0s 13ms/step
>25, 396/693, d1=0.556, d2=0.318 g=1.959
2/2 [==============================] - 0s 13ms/step
>25, 397/693, d1=0.412, d2=0.466 g=2.405
2/2 [==============================] - 0s 12ms/step
>25, 398/693, d1=0.382, d2=0.383 g=2.183
2/2 [==============================] - 0s 14ms/step
>25, 399/693, d1=0.357, d2=0.387 g=2.708
2/2 [==============================] - 0s 12ms/step
>25, 400/693, d1=0.504, d2=0.429 g=2.610
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
>25, 402/693, d1=0.379, d2=0.344 g=2.399
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
>25, 405/693, d1=0.501, d2=0.406 g=2.163
2/2 [==============================] - 0s 13ms/step
>25, 406/693, d1=0.455, d2=0.435 g=2.635
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
>25, 409/693, d1=0.395, d2=0.394 g=1.923
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
>25, 411/693, d1=0.689, d2=0.397 g=2.467
2/2 [==============================] - 0s 13ms/step
>25, 412/693, d1=0.344, d2=0.311 g=2.361
2/2 [==============================] - 0s 14ms/step
>25, 413/693, d1=0.462, d2=0.454 g=2.237
2/2 [==============================] - 0s 13ms/step
>25, 414/693, d1=0.308, d2=0.568 g=2.406
2/2 [==============================] - 0s 13ms/step
>25, 415/693, d1=0.591, d2=0.380 g=2.515
2/2 [==============================] - 0s 12ms/step
>25, 416/693, d1=0.480, d2=0.356 g=1.902
2/2 [==============================] - 0s 12ms/step
>25, 417/693, d1=0.416, d2=0.315 g=2.071
2/2 [==============================] - 0s 12ms/step
>25, 418/693, d1=0.447, d2=0.479 g=2.057
2/2 [==============================] - 0s 13ms/step
>25, 419/693, d1=0.423, d2=0.336 g=2.408
2/2 [==============================] - 0s 12ms/step
>25, 420/693, d1=0.352, d2=0.469 g=2.241
2/2 [==============================] - 0s 12ms/step
>25, 421/693, d1=0.470, d2=0.389 g=2.087
2/2 [==============================] - 0s 12ms/step
>25, 422/693, d1=0.517, d2=0.354 g=2.746
2/2 [==============================] - 0s 12ms/step
>25, 423/693, d1=0.398, d2=0.368 g=2.141
2/2 [==============================] - 0s 13ms/step
>25, 424/693, d1=0.476, d2=0.463 g=2.222
2/2 [==============================] - 0s 14ms/step
>25, 425/693, d1=0.429, d2=0.459 g=2.699
2/2 [==============================] - 0s 14ms/step
>25, 426/693, d1=0.450, d2=0.385 g=2.453
2/2 [==============================] - 0s 12ms/step
>25, 427/693, d1=0.580, d2=0.531 g=1.968
2/2 [==============================] - 0s 12ms/step
>25, 428/693, d1=0.398, d2=0.424 g=2.525
2/2 [==============================] - 0s 13ms/step
>25, 429/693, d1=0.432, d2=0.383 g=2.243
2/2 [==============================] - 0s 14ms/step
>25, 430/693, d1=0.486, d2=0.467 g=2.358
2/2 [==============================] - 0s 14ms/step
>25, 431/693, d1=0.396, d2=0.313 g=2.197
2/2 [==============================] - 0s 14ms/step
>25, 432/693, d1=0.406, d2=0.410 g=2.124
2/2 [==============================] - 0s 14ms/step
>25, 433/693, d1=0.389, d2=0.460 g=2.084
2/2 [==============================] - 0s 12ms/step
>25, 434/693, d1=0.378, d2=0.382 g=2.176
2/2 [==============================] - 0s 11ms/step
>25, 435/693, d1=0.433, d2=0.279 g=2.207
2/2 [==============================] - 0s 12ms/step
>25, 436/693, d1=0.522, d2=0.506 g=2.031
2/2 [==============================] - 0s 14ms/step
>25, 437/693, d1=0.510, d2=0.378 g=2.093
2/2 [==============================] - 0s 13ms/step
>25, 438/693, d1=0.349, d2=0.376 g=2.454
2/2 [==============================] - 0s 12ms/step
>25, 439/693, d1=0.611, d2=0.369 g=2.414
2/2 [==============================] - 0s 12ms/step
>25, 440/693, d1=0.355, d2=0.436 g=2.653
2/2 [==============================] - 0s 12ms/step
>25, 441/693, d1=0.360, d2=0.435 g=2.238
2/2 [==============================] - 0s 14ms/step
>25, 442/693, d1=0.414, d2=0.341 g=2.503
2/2 [==============================] - 0s 14ms/step
>25, 443/693, d1=0.485, d2=0.419 g=2.445
2/2 [==============================] - 0s 13ms/step
>25, 444/693, d1=0.403, d2=0.449 g=2.003
2/2 [==============================] - 0s 14ms/step
>25, 445/693, d1=0.467, d2=0.422 g=2.517
2/2 [==============================] - 0s 13ms/step
>25, 446/693, d1=0.503, d2=0.411 g=2.292
2/2 [==============================] - 0s 15ms/step
>25, 447/693, d1=0.447, d2=0.303 g=2.411
2/2 [==============================] - 0s 13ms/step
>25, 448/693, d1=0.353, d2=0.344 g=2.357
2/2 [==============================] - 0s 14ms/step
>25, 449/693, d1=0.662, d2=0.455 g=1.757
2/2 [==============================] - 0s 13ms/step
>25, 450/693, d1=0.420, d2=0.471 g=2.441
2/2 [==============================] - 0s 11ms/step
>25, 451/693, d1=0.360, d2=0.407 g=2.079
2/2 [==============================] - 0s 13ms/step
>25, 452/693, d1=0.339, d2=0.318 g=2.676
2/2 [==============================] - 0s 13ms/step
>25, 453/693, d1=0.400, d2=0.496 g=2.111
2/2 [==============================] - 0s 14ms/step
>25, 454/693, d1=0.444, d2=0.363 g=2.768
2/2 [==============================] - 0s 12ms/step
>25, 455/693, d1=0.543, d2=0.352 g=2.229
2/2 [==============================] - 0s 15ms/step
>25, 456/693, d1=0.458, d2=0.418 g=2.208
2/2 [==============================] - 0s 13ms/step
>25, 457/693, d1=0.482, d2=0.541 g=2.057
2/2 [==============================] - 0s 13ms/step
>25, 458/693, d1=0.400, d2=0.398 g=2.731
2/2 [==============================] - 0s 14ms/step
>25, 459/693, d1=0.491, d2=0.387 g=2.262
2/2 [==============================] - 0s 13ms/step
>25, 460/693, d1=0.377, d2=0.389 g=2.676
2/2 [==============================] - 0s 13ms/step
>25, 461/693, d1=0.561, d2=0.480 g=2.427
2/2 [==============================] - 0s 13ms/step
>25, 462/693, d1=0.478, d2=0.337 g=2.164
2/2 [==============================] - 0s 12ms/step
>25, 463/693, d1=0.368, d2=0.312 g=2.015
2/2 [==============================] - 0s 14ms/step
>25, 464/693, d1=0.321, d2=0.377 g=1.917
2/2 [==============================] - 0s 13ms/step
>25, 465/693, d1=0.503, d2=0.376 g=2.237
2/2 [==============================] - 0s 13ms/step
>25, 466/693, d1=0.484, d2=0.404 g=2.453
2/2 [==============================] - 0s 13ms/step
>25, 467/693, d1=0.463, d2=0.391 g=2.542
2/2 [==============================] - 0s 12ms/step
>25, 468/693, d1=0.358, d2=0.448 g=2.411
2/2 [==============================] - 0s 13ms/step
>25, 469/693, d1=0.510, d2=0.493 g=2.141
2/2 [==============================] - 0s 11ms/step
>25, 470/693, d1=0.544, d2=0.368 g=2.066
2/2 [==============================] - 0s 12ms/step
>25, 471/693, d1=0.556, d2=0.479 g=2.450
2/2 [==============================] - 0s 11ms/step
>25, 472/693, d1=0.351, d2=0.367 g=2.150
2/2 [==============================] - 0s 11ms/step
>25, 473/693, d1=0.506, d2=0.437 g=2.689
2/2 [==============================] - 0s 12ms/step
>25, 474/693, d1=0.458, d2=0.488 g=2.563
2/2 [==============================] - 0s 13ms/step
>25, 475/693, d1=0.407, d2=0.422 g=2.408
2/2 [==============================] - 0s 13ms/step
>25, 476/693, d1=0.354, d2=0.411 g=2.743
2/2 [==============================] - 0s 13ms/step
>25, 477/693, d1=0.512, d2=0.403 g=2.516
2/2 [==============================] - 0s 11ms/step
>25, 478/693, d1=0.532, d2=0.313 g=2.449
2/2 [==============================] - 0s 13ms/step
>25, 479/693, d1=0.523, d2=0.484 g=2.163
2/2 [==============================] - 0s 14ms/step
>25, 480/693, d1=0.487, d2=0.509 g=2.077
2/2 [==============================] - 0s 14ms/step
>25, 481/693, d1=0.386, d2=0.438 g=2.027
2/2 [==============================] - 0s 13ms/step
>25, 482/693, d1=0.484, d2=0.360 g=1.920
2/2 [==============================] - 0s 12ms/step
>25, 483/693, d1=0.612, d2=0.494 g=2.254
2/2 [==============================] - 0s 14ms/step
>25, 484/693, d1=0.406, d2=0.424 g=2.005
2/2 [==============================] - 0s 13ms/step
>25, 485/693, d1=0.360, d2=0.393 g=2.377
2/2 [==============================] - 0s 13ms/step
>25, 486/693, d1=0.527, d2=0.347 g=1.985
2/2 [==============================] - 0s 13ms/step
>25, 487/693, d1=0.524, d2=0.570 g=2.197
2/2 [==============================] - 0s 13ms/step
>25, 488/693, d1=0.366, d2=0.462 g=3.069
2/2 [==============================] - 0s 14ms/step
>25, 489/693, d1=0.379, d2=0.365 g=2.591
2/2 [==============================] - 0s 12ms/step
>25, 490/693, d1=0.600, d2=0.427 g=2.390
2/2 [==============================] - 0s 14ms/step
>25, 491/693, d1=0.449, d2=0.312 g=2.176
2/2 [==============================] - 0s 13ms/step
>25, 492/693, d1=0.557, d2=0.435 g=2.154
2/2 [==============================] - 0s 14ms/step
>25, 493/693, d1=0.452, d2=0.466 g=2.086
2/2 [==============================] - 0s 12ms/step
>25, 494/693, d1=0.393, d2=0.376 g=2.227
2/2 [==============================] - 0s 14ms/step
>25, 495/693, d1=0.471, d2=0.483 g=2.291
2/2 [==============================] - 0s 13ms/step
>25, 496/693, d1=0.499, d2=0.339 g=2.567
2/2 [==============================] - 0s 12ms/step
>25, 497/693, d1=0.457, d2=0.279 g=1.889
2/2 [==============================] - 0s 13ms/step
>25, 498/693, d1=0.516, d2=0.557 g=2.482
2/2 [==============================] - 0s 13ms/step
>25, 499/693, d1=0.506, d2=0.507 g=2.425
2/2 [==============================] - 0s 14ms/step
>25, 500/693, d1=0.500, d2=0.492 g=2.380
2/2 [==============================] - 0s 13ms/step
>25, 501/693, d1=0.451, d2=0.402 g=2.297
2/2 [==============================] - 0s 12ms/step
>25, 502/693, d1=0.398, d2=0.512 g=2.244
2/2 [==============================] - 0s 13ms/step
>25, 503/693, d1=0.471, d2=0.404 g=2.710
2/2 [==============================] - 0s 13ms/step
>25, 504/693, d1=0.475, d2=0.301 g=2.415
2/2 [==============================] - 0s 13ms/step
>25, 505/693, d1=0.403, d2=0.393 g=2.245
2/2 [==============================] - 0s 12ms/step
>25, 506/693, d1=0.537, d2=0.390 g=1.929
2/2 [==============================] - 0s 14ms/step
>25, 507/693, d1=0.419, d2=0.506 g=1.814
2/2 [==============================] - 0s 13ms/step
>25, 508/693, d1=0.419, d2=0.504 g=2.250
2/2 [==============================] - 0s 11ms/step
>25, 509/693, d1=0.377, d2=0.335 g=2.495
2/2 [==============================] - 0s 13ms/step
>25, 510/693, d1=0.578, d2=0.362 g=2.792
2/2 [==============================] - 0s 14ms/step
>25, 511/693, d1=0.347, d2=0.365 g=2.349
2/2 [==============================] - 0s 13ms/step
>25, 512/693, d1=0.429, d2=0.388 g=2.008
2/2 [==============================] - 0s 12ms/step
>25, 513/693, d1=0.401, d2=0.331 g=2.459
2/2 [==============================] - 0s 12ms/step
>25, 514/693, d1=0.362, d2=0.350 g=2.160
2/2 [==============================] - 0s 14ms/step
>25, 515/693, d1=0.566, d2=0.425 g=1.782
2/2 [==============================] - 0s 13ms/step
>25, 516/693, d1=0.372, d2=0.399 g=2.639
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>25, 518/693, d1=0.491, d2=0.521 g=2.340
2/2 [==============================] - 0s 13ms/step
>25, 519/693, d1=0.455, d2=0.406 g=2.119
2/2 [==============================] - 0s 12ms/step
>25, 520/693, d1=0.400, d2=0.314 g=2.056
2/2 [==============================] - 0s 13ms/step
>25, 521/693, d1=0.612, d2=0.407 g=1.797
2/2 [==============================] - 0s 14ms/step
>25, 522/693, d1=0.306, d2=0.575 g=2.335
2/2 [==============================] - 0s 13ms/step
>25, 523/693, d1=0.563, d2=0.351 g=2.114
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
>25, 528/693, d1=0.396, d2=0.390 g=2.085
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>25, 531/693, d1=0.359, d2=0.477 g=2.306
2/2 [==============================] - 0s 14ms/step
>25, 532/693, d1=0.485, d2=0.363 g=1.807
2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>25, 535/693, d1=0.348, d2=0.416 g=2.471
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>25, 542/693, d1=0.516, d2=0.495 g=1.853
2/2 [==============================] - 0s 14ms/step
>25, 543/693, d1=0.375, d2=0.416 g=2.275
2/2 [==============================] - 0s 14ms/step
>25, 544/693, d1=0.537, d2=0.341 g=1.872
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
>25, 547/693, d1=0.294, d2=0.401 g=2.143
2/2 [==============================] - 0s 15ms/step
>25, 548/693, d1=0.484, d2=0.336 g=1.955
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
>25, 553/693, d1=0.527, d2=0.346 g=2.487
2/2 [==============================] - 0s 14ms/step
>25, 554/693, d1=0.565, d2=0.400 g=2.363
2/2 [==============================] - 0s 14ms/step
>25, 555/693, d1=0.365, d2=0.464 g=2.526
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
>25, 559/693, d1=0.469, d2=0.425 g=2.311
2/2 [==============================] - 0s 13ms/step
>25, 560/693, d1=0.389, d2=0.397 g=2.253
2/2 [==============================] - 0s 13ms/step
>25, 561/693, d1=0.459, d2=0.424 g=2.626
2/2 [==============================] - 0s 13ms/step
>25, 562/693, d1=0.401, d2=0.435 g=2.405
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
>25, 564/693, d1=0.346, d2=0.363 g=1.997
2/2 [==============================] - 0s 13ms/step
>25, 565/693, d1=0.406, d2=0.345 g=1.955
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
>25, 568/693, d1=0.399, d2=0.373 g=2.341
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
>25, 570/693, d1=0.459, d2=0.437 g=2.126
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
>25, 572/693, d1=0.367, d2=0.382 g=2.204
2/2 [==============================] - 0s 13ms/step
>25, 573/693, d1=0.411, d2=0.421 g=2.189
2/2 [==============================] - 0s 12ms/step
>25, 574/693, d1=0.464, d2=0.350 g=2.170
2/2 [==============================] - 0s 13ms/step
>25, 575/693, d1=0.449, d2=0.393 g=1.994
2/2 [==============================] - 0s 15ms/step
>25, 576/693, d1=0.340, d2=0.455 g=2.362
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
>25, 579/693, d1=0.410, d2=0.342 g=1.978
2/2 [==============================] - 0s 12ms/step
>25, 580/693, d1=0.403, d2=0.420 g=2.240
2/2 [==============================] - 0s 12ms/step
>25, 581/693, d1=0.384, d2=0.385 g=2.238
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
>25, 584/693, d1=0.334, d2=0.441 g=1.840
2/2 [==============================] - 0s 13ms/step
>25, 585/693, d1=0.318, d2=0.437 g=3.007
2/2 [==============================] - 0s 13ms/step
>25, 586/693, d1=0.407, d2=0.376 g=2.640
2/2 [==============================] - 0s 13ms/step
>25, 587/693, d1=0.491, d2=0.340 g=2.375
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
>25, 590/693, d1=0.426, d2=0.444 g=2.628
2/2 [==============================] - 0s 14ms/step
>25, 591/693, d1=0.493, d2=0.299 g=2.795
2/2 [==============================] - 0s 12ms/step
>25, 592/693, d1=0.426, d2=0.443 g=2.861
2/2 [==============================] - 0s 13ms/step
>25, 593/693, d1=0.457, d2=0.368 g=2.370
2/2 [==============================] - 0s 12ms/step
>25, 594/693, d1=0.552, d2=0.389 g=2.693
2/2 [==============================] - 0s 11ms/step
>25, 595/693, d1=0.476, d2=0.538 g=2.225
2/2 [==============================] - 0s 13ms/step
>25, 596/693, d1=0.371, d2=0.476 g=2.165
2/2 [==============================] - 0s 15ms/step
>25, 597/693, d1=0.418, d2=0.333 g=3.254
2/2 [==============================] - 0s 12ms/step
>25, 598/693, d1=0.557, d2=0.429 g=1.860
2/2 [==============================] - 0s 14ms/step
>25, 599/693, d1=0.301, d2=0.356 g=2.848
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
>25, 601/693, d1=0.544, d2=0.365 g=2.343
2/2 [==============================] - 0s 15ms/step
>25, 602/693, d1=0.483, d2=0.452 g=1.757
2/2 [==============================] - 0s 12ms/step
>25, 603/693, d1=0.455, d2=0.355 g=2.683
2/2 [==============================] - 0s 13ms/step
>25, 604/693, d1=0.407, d2=0.335 g=2.455
2/2 [==============================] - 0s 14ms/step
>25, 605/693, d1=0.428, d2=0.459 g=2.702
2/2 [==============================] - 0s 14ms/step
>25, 606/693, d1=0.448, d2=0.412 g=2.612
2/2 [==============================] - 0s 13ms/step
>25, 607/693, d1=0.426, d2=0.307 g=2.324
2/2 [==============================] - 0s 12ms/step
>25, 608/693, d1=0.490, d2=0.447 g=2.861
2/2 [==============================] - 0s 12ms/step
>25, 609/693, d1=0.348, d2=0.356 g=2.657
2/2 [==============================] - 0s 12ms/step
>25, 610/693, d1=0.478, d2=0.378 g=3.070
2/2 [==============================] - 0s 12ms/step
>25, 611/693, d1=0.354, d2=0.401 g=2.731
2/2 [==============================] - 0s 14ms/step
>25, 612/693, d1=0.372, d2=0.354 g=2.630
2/2 [==============================] - 0s 14ms/step
>25, 613/693, d1=0.418, d2=0.428 g=2.316
2/2 [==============================] - 0s 13ms/step
>25, 614/693, d1=0.505, d2=0.486 g=2.804
2/2 [==============================] - 0s 12ms/step
>25, 615/693, d1=0.447, d2=0.355 g=2.249
2/2 [==============================] - 0s 13ms/step
>25, 616/693, d1=0.349, d2=0.322 g=2.872
2/2 [==============================] - 0s 13ms/step
>25, 617/693, d1=0.475, d2=0.353 g=2.307
2/2 [==============================] - 0s 13ms/step
>25, 618/693, d1=0.541, d2=0.434 g=2.079
2/2 [==============================] - 0s 14ms/step
>25, 619/693, d1=0.434, d2=0.378 g=2.877
2/2 [==============================] - 0s 13ms/step
>25, 620/693, d1=0.392, d2=0.392 g=2.287
2/2 [==============================] - 0s 13ms/step
>25, 621/693, d1=0.466, d2=0.411 g=1.837
2/2 [==============================] - 0s 13ms/step
>25, 622/693, d1=0.363, d2=0.394 g=2.160
2/2 [==============================] - 0s 13ms/step
>25, 623/693, d1=0.544, d2=0.455 g=2.467
2/2 [==============================] - 0s 12ms/step
>25, 624/693, d1=0.412, d2=0.402 g=2.631
2/2 [==============================] - 0s 14ms/step
>25, 625/693, d1=0.492, d2=0.324 g=1.940
2/2 [==============================] - 0s 13ms/step
>25, 626/693, d1=0.519, d2=0.305 g=2.179
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
>25, 628/693, d1=0.389, d2=0.359 g=2.805
2/2 [==============================] - 0s 13ms/step
>25, 629/693, d1=0.503, d2=0.403 g=2.873
2/2 [==============================] - 0s 12ms/step
>25, 630/693, d1=0.420, d2=0.348 g=2.314
2/2 [==============================] - 0s 14ms/step
>25, 631/693, d1=0.516, d2=0.439 g=1.830
2/2 [==============================] - 0s 13ms/step
>25, 632/693, d1=0.456, d2=0.446 g=2.346
2/2 [==============================] - 0s 13ms/step
>25, 633/693, d1=0.340, d2=0.490 g=2.321
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
>25, 635/693, d1=0.462, d2=0.349 g=2.260
2/2 [==============================] - 0s 12ms/step
>25, 636/693, d1=0.384, d2=0.324 g=2.380
2/2 [==============================] - 0s 14ms/step
>25, 637/693, d1=0.421, d2=0.340 g=2.317
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
>25, 639/693, d1=0.488, d2=0.378 g=2.196
2/2 [==============================] - 0s 13ms/step
>25, 640/693, d1=0.554, d2=0.354 g=2.553
2/2 [==============================] - 0s 13ms/step
>25, 641/693, d1=0.358, d2=0.439 g=2.006
2/2 [==============================] - 0s 13ms/step
>25, 642/693, d1=0.356, d2=0.371 g=2.476
2/2 [==============================] - 0s 12ms/step
>25, 643/693, d1=0.493, d2=0.298 g=2.237
2/2 [==============================] - 0s 13ms/step
>25, 644/693, d1=0.406, d2=0.470 g=2.030
2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>25, 647/693, d1=0.484, d2=0.404 g=2.590
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
>25, 650/693, d1=0.430, d2=0.430 g=2.291
2/2 [==============================] - 0s 13ms/step
>25, 651/693, d1=0.417, d2=0.363 g=2.508
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>25, 654/693, d1=0.482, d2=0.434 g=2.102
2/2 [==============================] - 0s 15ms/step
>25, 655/693, d1=0.455, d2=0.277 g=2.171
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
>25, 657/693, d1=0.470, d2=0.519 g=2.121
2/2 [==============================] - 0s 13ms/step
>25, 658/693, d1=0.387, d2=0.483 g=2.114
2/2 [==============================] - 0s 13ms/step
>25, 659/693, d1=0.405, d2=0.421 g=3.078
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
>25, 661/693, d1=0.421, d2=0.361 g=2.347
2/2 [==============================] - 0s 13ms/step
>25, 662/693, d1=0.416, d2=0.364 g=1.989
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
>25, 664/693, d1=0.479, d2=0.471 g=2.428
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
>25, 687/693, d1=0.392, d2=0.367 g=3.068
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>25, 691/693, d1=0.414, d2=0.352 g=2.394
2/2 [==============================] - 0s 12ms/step
>25, 692/693, d1=0.351, d2=0.321 g=2.844
2/2 [==============================] - 0s 14ms/step
>25, 693/693, d1=0.589, d2=0.410 g=2.148
2/2 [==============================] - 0s 13ms/step
>26, 1/693, d1=0.391, d2=0.329 g=2.268
2/2 [==============================] - 0s 14ms/step
>26, 2/693, d1=0.552, d2=0.377 g=2.144
2/2 [==============================] - 0s 15ms/step
>26, 3/693, d1=0.268, d2=0.444 g=2.761
2/2 [==============================] - 0s 12ms/step
>26, 4/693, d1=0.481, d2=0.361 g=2.200
2/2 [==============================] - 0s 13ms/step
>26, 5/693, d1=0.551, d2=0.453 g=2.005
2/2 [==============================] - 0s 13ms/step
>26, 6/693, d1=0.492, d2=0.477 g=2.248
2/2 [==============================] - 0s 13ms/step
>26, 7/693, d1=0.472, d2=0.431 g=2.124
2/2 [==============================] - 0s 12ms/step
>26, 8/693, d1=0.447, d2=0.359 g=2.216
2/2 [==============================] - 0s 13ms/step
>26, 9/693, d1=0.307, d2=0.367 g=1.990
2/2 [==============================] - 0s 15ms/step
>26, 10/693, d1=0.422, d2=0.218 g=2.247
2/2 [==============================] - 0s 13ms/step
>26, 11/693, d1=0.351, d2=0.448 g=1.969
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
>28, 73/693, d1=0.308, d2=0.465 g=2.670
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 5ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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>30, 516/693, d1=0.345, d2=0.224 g=3.693
2/2 [==============================] - 0s 13ms/step
>30, 517/693, d1=0.619, d2=0.377 g=3.566
2/2 [==============================] - 0s 13ms/step
>30, 518/693, d1=0.404, d2=0.444 g=3.058
2/2 [==============================] - 0s 12ms/step
>30, 519/693, d1=0.386, d2=0.325 g=3.853
2/2 [==============================] - 0s 13ms/step
>30, 520/693, d1=0.473, d2=0.384 g=3.620
2/2 [==============================] - 0s 13ms/step
>30, 521/693, d1=0.322, d2=0.314 g=2.681
2/2 [==============================] - 0s 14ms/step
>30, 522/693, d1=0.298, d2=0.368 g=2.641
2/2 [==============================] - 0s 13ms/step
>30, 523/693, d1=0.352, d2=0.334 g=2.465
2/2 [==============================] - 0s 12ms/step
>30, 524/693, d1=0.395, d2=0.391 g=3.782
2/2 [==============================] - 0s 14ms/step
>30, 525/693, d1=0.432, d2=0.348 g=2.299
2/2 [==============================] - 0s 12ms/step
>30, 526/693, d1=0.422, d2=0.341 g=2.796
2/2 [==============================] - 0s 12ms/step
>30, 527/693, d1=0.289, d2=0.395 g=2.856
2/2 [==============================] - 0s 14ms/step
>30, 528/693, d1=0.294, d2=0.250 g=3.669
2/2 [==============================] - 0s 12ms/step
>30, 529/693, d1=0.417, d2=0.221 g=4.468
2/2 [==============================] - 0s 12ms/step
>30, 530/693, d1=0.430, d2=0.240 g=3.555
2/2 [==============================] - 0s 12ms/step
>30, 531/693, d1=0.206, d2=0.317 g=2.715
2/2 [==============================] - 0s 14ms/step
>30, 532/693, d1=0.325, d2=0.368 g=3.360
2/2 [==============================] - 0s 13ms/step
>30, 533/693, d1=0.495, d2=0.386 g=3.998
2/2 [==============================] - 0s 12ms/step
>30, 534/693, d1=0.335, d2=0.195 g=3.163
2/2 [==============================] - 0s 12ms/step
>30, 535/693, d1=0.390, d2=0.310 g=3.263
2/2 [==============================] - 0s 14ms/step
>30, 536/693, d1=0.396, d2=0.255 g=2.351
2/2 [==============================] - 0s 14ms/step
>30, 537/693, d1=0.258, d2=0.404 g=2.635
2/2 [==============================] - 0s 13ms/step
>30, 538/693, d1=0.496, d2=0.424 g=2.540
2/2 [==============================] - 0s 13ms/step
>30, 539/693, d1=0.402, d2=0.343 g=2.532
2/2 [==============================] - 0s 14ms/step
>30, 540/693, d1=0.306, d2=0.235 g=2.282
2/2 [==============================] - 0s 15ms/step
>30, 541/693, d1=0.442, d2=0.298 g=1.979
2/2 [==============================] - 0s 13ms/step
>30, 542/693, d1=0.444, d2=0.424 g=1.782
2/2 [==============================] - 0s 11ms/step
>30, 543/693, d1=0.293, d2=0.383 g=2.107
2/2 [==============================] - 0s 11ms/step
>30, 544/693, d1=0.397, d2=0.345 g=3.031
2/2 [==============================] - 0s 13ms/step
>30, 545/693, d1=0.529, d2=0.387 g=2.738
2/2 [==============================] - 0s 13ms/step
>30, 546/693, d1=0.348, d2=0.303 g=2.752
2/2 [==============================] - 0s 14ms/step
>30, 547/693, d1=0.498, d2=0.444 g=2.240
2/2 [==============================] - 0s 12ms/step
>30, 548/693, d1=0.345, d2=0.336 g=2.879
2/2 [==============================] - 0s 13ms/step
>30, 549/693, d1=0.408, d2=0.357 g=2.413
2/2 [==============================] - 0s 12ms/step
>30, 550/693, d1=0.395, d2=0.406 g=2.815
2/2 [==============================] - 0s 13ms/step
>30, 551/693, d1=0.304, d2=0.378 g=2.682
2/2 [==============================] - 0s 13ms/step
>30, 552/693, d1=0.529, d2=0.365 g=2.540
2/2 [==============================] - 0s 13ms/step
>30, 553/693, d1=0.486, d2=0.339 g=3.146
2/2 [==============================] - 0s 14ms/step
>30, 554/693, d1=0.387, d2=0.431 g=2.463
2/2 [==============================] - 0s 13ms/step
>30, 555/693, d1=0.366, d2=0.494 g=2.444
2/2 [==============================] - 0s 14ms/step
>30, 556/693, d1=0.535, d2=0.320 g=2.766
2/2 [==============================] - 0s 13ms/step
>30, 557/693, d1=0.533, d2=0.397 g=2.488
2/2 [==============================] - 0s 13ms/step
>30, 558/693, d1=0.288, d2=0.365 g=2.664
2/2 [==============================] - 0s 13ms/step
>30, 559/693, d1=0.461, d2=0.450 g=2.759
2/2 [==============================] - 0s 12ms/step
>30, 560/693, d1=0.286, d2=0.215 g=2.954
2/2 [==============================] - 0s 14ms/step
>30, 561/693, d1=0.520, d2=0.406 g=2.783
2/2 [==============================] - 0s 12ms/step
>30, 562/693, d1=0.330, d2=0.362 g=2.465
2/2 [==============================] - 0s 15ms/step
>30, 563/693, d1=0.324, d2=0.442 g=2.765
2/2 [==============================] - 0s 12ms/step
>30, 564/693, d1=0.490, d2=0.256 g=2.738
2/2 [==============================] - 0s 13ms/step
>30, 565/693, d1=0.327, d2=0.301 g=2.292
2/2 [==============================] - 0s 13ms/step
>30, 566/693, d1=0.314, d2=0.397 g=2.064
2/2 [==============================] - 0s 12ms/step
>30, 567/693, d1=0.382, d2=0.294 g=2.488
2/2 [==============================] - 0s 14ms/step
>30, 568/693, d1=0.478, d2=0.324 g=2.430
2/2 [==============================] - 0s 13ms/step
>30, 569/693, d1=0.367, d2=0.335 g=2.576
2/2 [==============================] - 0s 12ms/step
>30, 570/693, d1=0.291, d2=0.368 g=2.395
2/2 [==============================] - 0s 12ms/step
>30, 571/693, d1=0.390, d2=0.259 g=2.406
2/2 [==============================] - 0s 12ms/step
>30, 572/693, d1=0.505, d2=0.510 g=2.323
2/2 [==============================] - 0s 15ms/step
>30, 573/693, d1=0.315, d2=0.420 g=2.947
2/2 [==============================] - 0s 13ms/step
>30, 574/693, d1=0.450, d2=0.344 g=2.469
2/2 [==============================] - 0s 13ms/step
>30, 575/693, d1=0.524, d2=0.337 g=2.307
2/2 [==============================] - 0s 13ms/step
>30, 576/693, d1=0.361, d2=0.340 g=2.068
2/2 [==============================] - 0s 13ms/step
>30, 577/693, d1=0.295, d2=0.342 g=2.689
2/2 [==============================] - 0s 12ms/step
>30, 578/693, d1=0.365, d2=0.464 g=2.382
2/2 [==============================] - 0s 12ms/step
>30, 579/693, d1=0.338, d2=0.331 g=2.488
2/2 [==============================] - 0s 14ms/step
>30, 580/693, d1=0.443, d2=0.298 g=2.440
2/2 [==============================] - 0s 14ms/step
>30, 581/693, d1=0.488, d2=0.230 g=2.208
2/2 [==============================] - 0s 13ms/step
>30, 582/693, d1=0.380, d2=0.349 g=2.345
2/2 [==============================] - 0s 13ms/step
>30, 583/693, d1=0.281, d2=0.340 g=2.130
2/2 [==============================] - 0s 12ms/step
>30, 584/693, d1=0.448, d2=0.355 g=2.346
2/2 [==============================] - 0s 13ms/step
>30, 585/693, d1=0.278, d2=0.300 g=3.051
2/2 [==============================] - 0s 12ms/step
>30, 586/693, d1=0.464, d2=0.497 g=2.864
2/2 [==============================] - 0s 14ms/step
>30, 587/693, d1=0.447, d2=0.344 g=2.973
2/2 [==============================] - 0s 14ms/step
>30, 588/693, d1=0.393, d2=0.364 g=2.865
2/2 [==============================] - 0s 12ms/step
>30, 589/693, d1=0.280, d2=0.300 g=2.604
2/2 [==============================] - 0s 14ms/step
>30, 590/693, d1=0.406, d2=0.298 g=2.351
2/2 [==============================] - 0s 12ms/step
>30, 591/693, d1=0.421, d2=0.353 g=2.417
2/2 [==============================] - 0s 13ms/step
>30, 592/693, d1=0.310, d2=0.397 g=2.733
2/2 [==============================] - 0s 12ms/step
>30, 593/693, d1=0.438, d2=0.283 g=3.288
2/2 [==============================] - 0s 13ms/step
>30, 594/693, d1=0.317, d2=0.383 g=2.926
2/2 [==============================] - 0s 14ms/step
>30, 595/693, d1=0.372, d2=0.330 g=2.886
2/2 [==============================] - 0s 14ms/step
>30, 596/693, d1=0.504, d2=0.453 g=3.404
2/2 [==============================] - 0s 12ms/step
>30, 597/693, d1=0.441, d2=0.310 g=2.334
2/2 [==============================] - 0s 13ms/step
>30, 598/693, d1=0.494, d2=0.407 g=2.577
2/2 [==============================] - 0s 12ms/step
>30, 599/693, d1=0.405, d2=0.410 g=2.256
2/2 [==============================] - 0s 11ms/step
>30, 600/693, d1=0.334, d2=0.343 g=3.002
2/2 [==============================] - 0s 12ms/step
>30, 601/693, d1=0.518, d2=0.329 g=2.524
2/2 [==============================] - 0s 12ms/step
>30, 602/693, d1=0.425, d2=0.377 g=2.942
2/2 [==============================] - 0s 11ms/step
>30, 603/693, d1=0.453, d2=0.337 g=2.205
2/2 [==============================] - 0s 15ms/step
>30, 604/693, d1=0.411, d2=0.328 g=2.399
2/2 [==============================] - 0s 12ms/step
>30, 605/693, d1=0.415, d2=0.365 g=2.675
2/2 [==============================] - 0s 12ms/step
>30, 606/693, d1=0.475, d2=0.393 g=2.144
2/2 [==============================] - 0s 13ms/step
>30, 607/693, d1=0.361, d2=0.423 g=2.573
2/2 [==============================] - 0s 14ms/step
>30, 608/693, d1=0.445, d2=0.346 g=2.471
2/2 [==============================] - 0s 13ms/step
>30, 609/693, d1=0.537, d2=0.365 g=2.721
2/2 [==============================] - 0s 12ms/step
>30, 610/693, d1=0.372, d2=0.383 g=2.169
2/2 [==============================] - 0s 13ms/step
>30, 611/693, d1=0.399, d2=0.330 g=2.779
2/2 [==============================] - 0s 12ms/step
>30, 612/693, d1=0.458, d2=0.325 g=2.615
2/2 [==============================] - 0s 12ms/step
>30, 613/693, d1=0.433, d2=0.320 g=2.687
2/2 [==============================] - 0s 14ms/step
>30, 614/693, d1=0.397, d2=0.331 g=3.024
2/2 [==============================] - 0s 13ms/step
>30, 615/693, d1=0.419, d2=0.429 g=2.291
2/2 [==============================] - 0s 13ms/step
>30, 616/693, d1=0.346, d2=0.399 g=2.710
2/2 [==============================] - 0s 12ms/step
>30, 617/693, d1=0.405, d2=0.289 g=2.323
2/2 [==============================] - 0s 12ms/step
>30, 618/693, d1=0.359, d2=0.345 g=2.475
2/2 [==============================] - 0s 13ms/step
>30, 619/693, d1=0.437, d2=0.334 g=2.782
2/2 [==============================] - 0s 13ms/step
>30, 620/693, d1=0.433, d2=0.294 g=2.883
2/2 [==============================] - 0s 13ms/step
>30, 621/693, d1=0.586, d2=0.391 g=2.323
2/2 [==============================] - 0s 11ms/step
>30, 622/693, d1=0.374, d2=0.489 g=2.525
2/2 [==============================] - 0s 13ms/step
>30, 623/693, d1=0.250, d2=0.303 g=2.919
2/2 [==============================] - 0s 14ms/step
>30, 624/693, d1=0.411, d2=0.303 g=2.804
2/2 [==============================] - 0s 13ms/step
>30, 625/693, d1=0.449, d2=0.338 g=2.751
2/2 [==============================] - 0s 13ms/step
>30, 626/693, d1=0.316, d2=0.410 g=2.702
2/2 [==============================] - 0s 14ms/step
>30, 627/693, d1=0.465, d2=0.226 g=2.533
2/2 [==============================] - 0s 12ms/step
>30, 628/693, d1=0.468, d2=0.328 g=2.661
2/2 [==============================] - 0s 12ms/step
>30, 629/693, d1=0.360, d2=0.391 g=2.200
2/2 [==============================] - 0s 12ms/step
>30, 630/693, d1=0.441, d2=0.400 g=2.607
2/2 [==============================] - 0s 14ms/step
>30, 631/693, d1=0.332, d2=0.326 g=2.317
2/2 [==============================] - 0s 12ms/step
>30, 632/693, d1=0.349, d2=0.312 g=2.251
2/2 [==============================] - 0s 11ms/step
>30, 633/693, d1=0.344, d2=0.406 g=2.684
2/2 [==============================] - 0s 13ms/step
>30, 634/693, d1=0.406, d2=0.337 g=2.443
2/2 [==============================] - 0s 14ms/step
>30, 635/693, d1=0.367, d2=0.213 g=2.871
2/2 [==============================] - 0s 14ms/step
>30, 636/693, d1=0.472, d2=0.456 g=2.381
2/2 [==============================] - 0s 13ms/step
>30, 637/693, d1=0.471, d2=0.408 g=2.633
2/2 [==============================] - 0s 13ms/step
>30, 638/693, d1=0.441, d2=0.450 g=2.454
2/2 [==============================] - 0s 13ms/step
>30, 639/693, d1=0.448, d2=0.320 g=2.532
2/2 [==============================] - 0s 12ms/step
>30, 640/693, d1=0.449, d2=0.320 g=2.225
2/2 [==============================] - 0s 13ms/step
>30, 641/693, d1=0.323, d2=0.423 g=2.418
2/2 [==============================] - 0s 13ms/step
>30, 642/693, d1=0.532, d2=0.345 g=2.841
2/2 [==============================] - 0s 14ms/step
>30, 643/693, d1=0.367, d2=0.326 g=2.502
2/2 [==============================] - 0s 13ms/step
>30, 644/693, d1=0.482, d2=0.530 g=2.772
2/2 [==============================] - 0s 13ms/step
>30, 645/693, d1=0.460, d2=0.351 g=2.678
2/2 [==============================] - 0s 12ms/step
>30, 646/693, d1=0.390, d2=0.377 g=3.178
2/2 [==============================] - 0s 14ms/step
>30, 647/693, d1=0.474, d2=0.361 g=2.440
2/2 [==============================] - 0s 11ms/step
>30, 648/693, d1=0.435, d2=0.355 g=2.445
2/2 [==============================] - 0s 13ms/step
>30, 649/693, d1=0.591, d2=0.493 g=2.566
2/2 [==============================] - 0s 12ms/step
>30, 650/693, d1=0.339, d2=0.300 g=2.429
2/2 [==============================] - 0s 12ms/step
>30, 651/693, d1=0.387, d2=0.350 g=2.512
2/2 [==============================] - 0s 13ms/step
>30, 652/693, d1=0.408, d2=0.367 g=2.750
2/2 [==============================] - 0s 12ms/step
>30, 653/693, d1=0.339, d2=0.342 g=2.212
2/2 [==============================] - 0s 12ms/step
>30, 654/693, d1=0.400, d2=0.374 g=2.207
2/2 [==============================] - 0s 13ms/step
>30, 655/693, d1=0.281, d2=0.393 g=2.843
2/2 [==============================] - 0s 13ms/step
>30, 656/693, d1=0.523, d2=0.297 g=2.421
2/2 [==============================] - 0s 12ms/step
>30, 657/693, d1=0.397, d2=0.316 g=2.931
2/2 [==============================] - 0s 12ms/step
>30, 658/693, d1=0.337, d2=0.260 g=2.159
2/2 [==============================] - 0s 12ms/step
>30, 659/693, d1=0.604, d2=0.491 g=2.605
2/2 [==============================] - 0s 12ms/step
>30, 660/693, d1=0.390, d2=0.367 g=2.366
2/2 [==============================] - 0s 12ms/step
>30, 661/693, d1=0.420, d2=0.339 g=2.294
2/2 [==============================] - 0s 13ms/step
>30, 662/693, d1=0.329, d2=0.371 g=2.598
2/2 [==============================] - 0s 14ms/step
>30, 663/693, d1=0.423, d2=0.309 g=3.151
2/2 [==============================] - 0s 12ms/step
>30, 664/693, d1=0.327, d2=0.333 g=3.231
2/2 [==============================] - 0s 13ms/step
>30, 665/693, d1=0.500, d2=0.353 g=2.521
2/2 [==============================] - 0s 13ms/step
>30, 666/693, d1=0.490, d2=0.340 g=2.101
2/2 [==============================] - 0s 15ms/step
>30, 667/693, d1=0.363, d2=0.397 g=3.205
2/2 [==============================] - 0s 15ms/step
>30, 668/693, d1=0.377, d2=0.377 g=3.216
2/2 [==============================] - 0s 12ms/step
>30, 669/693, d1=0.475, d2=0.380 g=2.794
2/2 [==============================] - 0s 14ms/step
>30, 670/693, d1=0.396, d2=0.380 g=2.360
2/2 [==============================] - 0s 12ms/step
>30, 671/693, d1=0.382, d2=0.393 g=3.214
2/2 [==============================] - 0s 12ms/step
>30, 672/693, d1=0.382, d2=0.296 g=3.242
2/2 [==============================] - 0s 13ms/step
>30, 673/693, d1=0.424, d2=0.459 g=3.214
2/2 [==============================] - 0s 13ms/step
>30, 674/693, d1=0.371, d2=0.397 g=3.865
2/2 [==============================] - 0s 13ms/step
>30, 675/693, d1=0.344, d2=0.338 g=2.780
2/2 [==============================] - 0s 13ms/step
>30, 676/693, d1=0.539, d2=0.310 g=3.245
2/2 [==============================] - 0s 13ms/step
>30, 677/693, d1=0.364, d2=0.442 g=3.221
2/2 [==============================] - 0s 13ms/step
>30, 678/693, d1=0.414, d2=0.444 g=2.659
2/2 [==============================] - 0s 11ms/step
>30, 679/693, d1=0.454, d2=0.303 g=2.947
2/2 [==============================] - 0s 13ms/step
>30, 680/693, d1=0.421, d2=0.430 g=2.745
2/2 [==============================] - 0s 13ms/step
>30, 681/693, d1=0.573, d2=0.304 g=2.576
2/2 [==============================] - 0s 12ms/step
>30, 682/693, d1=0.497, d2=0.382 g=2.183
2/2 [==============================] - 0s 12ms/step
>30, 683/693, d1=0.417, d2=0.446 g=2.978
2/2 [==============================] - 0s 13ms/step
>30, 684/693, d1=0.405, d2=0.361 g=3.383
2/2 [==============================] - 0s 13ms/step
>30, 685/693, d1=0.463, d2=0.424 g=2.839
2/2 [==============================] - 0s 12ms/step
>30, 686/693, d1=0.444, d2=0.444 g=3.275
2/2 [==============================] - 0s 13ms/step
>30, 687/693, d1=0.344, d2=0.334 g=2.741
2/2 [==============================] - 0s 13ms/step
>30, 688/693, d1=0.478, d2=0.410 g=2.116
2/2 [==============================] - 0s 12ms/step
>30, 689/693, d1=0.314, d2=0.320 g=2.815
2/2 [==============================] - 0s 13ms/step
>30, 690/693, d1=0.317, d2=0.447 g=2.619
2/2 [==============================] - 0s 13ms/step
>30, 691/693, d1=0.334, d2=0.235 g=3.095
2/2 [==============================] - 0s 13ms/step
>30, 692/693, d1=0.654, d2=0.320 g=2.433
2/2 [==============================] - 0s 14ms/step
>30, 693/693, d1=0.442, d2=0.413 g=2.465
5/5 [==============================] - 0s 13ms/step
>Accuracy real: 75%, fake: 92%
WARNING:tensorflow:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.
2/2 [==============================] - 0s 13ms/step
>31, 1/693, d1=0.397, d2=0.477 g=2.319
2/2 [==============================] - 0s 12ms/step
>31, 2/693, d1=0.447, d2=0.254 g=2.495
2/2 [==============================] - 0s 12ms/step
>31, 3/693, d1=0.454, d2=0.478 g=2.816
2/2 [==============================] - 0s 14ms/step
>31, 4/693, d1=0.450, d2=0.431 g=2.607
2/2 [==============================] - 0s 11ms/step
>31, 5/693, d1=0.341, d2=0.283 g=2.996
2/2 [==============================] - 0s 13ms/step
>31, 6/693, d1=0.509, d2=0.285 g=2.707
2/2 [==============================] - 0s 13ms/step
>31, 7/693, d1=0.343, d2=0.366 g=2.446
2/2 [==============================] - 0s 11ms/step
>31, 8/693, d1=0.463, d2=0.390 g=2.279
2/2 [==============================] - 0s 12ms/step
>31, 9/693, d1=0.291, d2=0.414 g=2.060
2/2 [==============================] - 0s 14ms/step
>31, 10/693, d1=0.393, d2=0.353 g=2.965
2/2 [==============================] - 0s 13ms/step
>31, 11/693, d1=0.525, d2=0.300 g=2.178
2/2 [==============================] - 0s 12ms/step
>31, 12/693, d1=0.284, d2=0.336 g=2.226
2/2 [==============================] - 0s 11ms/step
>31, 13/693, d1=0.366, d2=0.307 g=2.624
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>40, 520/693, d1=0.473, d2=0.217 g=4.191
2/2 [==============================] - 0s 14ms/step
>40, 521/693, d1=0.487, d2=0.319 g=2.475
2/2 [==============================] - 0s 13ms/step
>40, 522/693, d1=0.348, d2=0.399 g=3.323
2/2 [==============================] - 0s 14ms/step
>40, 523/693, d1=0.373, d2=0.255 g=4.180
2/2 [==============================] - 0s 13ms/step
>40, 524/693, d1=0.533, d2=0.277 g=4.224
2/2 [==============================] - 0s 12ms/step
>40, 525/693, d1=0.472, d2=0.327 g=2.460
2/2 [==============================] - 0s 14ms/step
>40, 526/693, d1=0.327, d2=0.383 g=2.405
2/2 [==============================] - 0s 12ms/step
>40, 527/693, d1=0.253, d2=0.319 g=3.451
2/2 [==============================] - 0s 13ms/step
>40, 528/693, d1=0.606, d2=0.370 g=3.402
2/2 [==============================] - 0s 13ms/step
>40, 529/693, d1=0.405, d2=0.358 g=3.519
2/2 [==============================] - 0s 14ms/step
>40, 530/693, d1=0.485, d2=0.347 g=2.930
2/2 [==============================] - 0s 12ms/step
>40, 531/693, d1=0.389, d2=0.312 g=3.573
2/2 [==============================] - 0s 15ms/step
>40, 532/693, d1=0.357, d2=0.372 g=2.958
2/2 [==============================] - 0s 12ms/step
>40, 533/693, d1=0.258, d2=0.282 g=2.173
2/2 [==============================] - 0s 13ms/step
>40, 534/693, d1=0.435, d2=0.277 g=3.833
2/2 [==============================] - 0s 15ms/step
>40, 535/693, d1=0.383, d2=0.321 g=2.922
2/2 [==============================] - 0s 15ms/step
>40, 536/693, d1=0.456, d2=0.403 g=2.661
2/2 [==============================] - 0s 13ms/step
>40, 537/693, d1=0.362, d2=0.296 g=2.666
2/2 [==============================] - 0s 13ms/step
>40, 538/693, d1=0.382, d2=0.286 g=2.351
2/2 [==============================] - 0s 14ms/step
>40, 539/693, d1=0.293, d2=0.352 g=2.585
2/2 [==============================] - 0s 14ms/step
>40, 540/693, d1=0.292, d2=0.337 g=2.846
2/2 [==============================] - 0s 16ms/step
>40, 541/693, d1=0.616, d2=0.287 g=3.418
2/2 [==============================] - 0s 11ms/step
>40, 542/693, d1=0.388, d2=0.370 g=3.107
2/2 [==============================] - 0s 13ms/step
>40, 543/693, d1=0.482, d2=0.280 g=3.163
2/2 [==============================] - 0s 14ms/step
>40, 544/693, d1=0.402, d2=0.344 g=2.899
2/2 [==============================] - 0s 13ms/step
>40, 545/693, d1=0.401, d2=0.344 g=2.554
2/2 [==============================] - 0s 13ms/step
>40, 546/693, d1=0.437, d2=0.427 g=3.496
2/2 [==============================] - 0s 14ms/step
>40, 547/693, d1=0.420, d2=0.451 g=3.196
2/2 [==============================] - 0s 14ms/step
>40, 548/693, d1=0.303, d2=0.275 g=4.313
2/2 [==============================] - 0s 12ms/step
>40, 549/693, d1=0.389, d2=0.349 g=3.938
2/2 [==============================] - 0s 15ms/step
>40, 550/693, d1=0.288, d2=0.357 g=3.472
2/2 [==============================] - 0s 13ms/step
>40, 551/693, d1=0.348, d2=0.209 g=2.794
2/2 [==============================] - 0s 17ms/step
>40, 552/693, d1=0.483, d2=0.320 g=2.604
2/2 [==============================] - 0s 13ms/step
>40, 553/693, d1=0.430, d2=0.375 g=2.441
2/2 [==============================] - 0s 14ms/step
>40, 554/693, d1=0.340, d2=0.277 g=2.905
2/2 [==============================] - 0s 14ms/step
>40, 555/693, d1=0.329, d2=0.354 g=4.367
2/2 [==============================] - 0s 11ms/step
>40, 556/693, d1=0.402, d2=0.462 g=2.863
2/2 [==============================] - 0s 15ms/step
>40, 557/693, d1=0.418, d2=0.230 g=3.076
2/2 [==============================] - 0s 13ms/step
>40, 558/693, d1=0.382, d2=0.266 g=2.231
2/2 [==============================] - 0s 11ms/step
>40, 559/693, d1=0.435, d2=0.449 g=3.449
2/2 [==============================] - 0s 14ms/step
>40, 560/693, d1=0.482, d2=0.414 g=3.503
2/2 [==============================] - 0s 14ms/step
>40, 561/693, d1=0.446, d2=0.400 g=2.886
2/2 [==============================] - 0s 14ms/step
>40, 562/693, d1=0.467, d2=0.231 g=3.371
2/2 [==============================] - 0s 12ms/step
>40, 563/693, d1=0.342, d2=0.514 g=3.264
2/2 [==============================] - 0s 13ms/step
>40, 564/693, d1=0.437, d2=0.345 g=3.518
2/2 [==============================] - 0s 12ms/step
>40, 565/693, d1=0.548, d2=0.322 g=2.745
2/2 [==============================] - 0s 11ms/step
>40, 566/693, d1=0.351, d2=0.341 g=2.986
2/2 [==============================] - 0s 13ms/step
>40, 567/693, d1=0.378, d2=0.319 g=2.936
2/2 [==============================] - 0s 13ms/step
>40, 568/693, d1=0.478, d2=0.285 g=2.506
2/2 [==============================] - 0s 14ms/step
>40, 569/693, d1=0.279, d2=0.423 g=2.643
2/2 [==============================] - 0s 14ms/step
>40, 570/693, d1=0.301, d2=0.280 g=3.005
2/2 [==============================] - 0s 12ms/step
>40, 571/693, d1=0.478, d2=0.412 g=2.547
2/2 [==============================] - 0s 12ms/step
>40, 572/693, d1=0.334, d2=0.330 g=3.035
2/2 [==============================] - 0s 14ms/step
>40, 573/693, d1=0.395, d2=0.351 g=2.774
2/2 [==============================] - 0s 14ms/step
>40, 574/693, d1=0.549, d2=0.290 g=4.046
2/2 [==============================] - 0s 12ms/step
>40, 575/693, d1=0.363, d2=0.329 g=3.500
2/2 [==============================] - 0s 13ms/step
>40, 576/693, d1=0.412, d2=0.370 g=2.561
2/2 [==============================] - 0s 13ms/step
>40, 577/693, d1=0.412, d2=0.306 g=3.750
2/2 [==============================] - 0s 14ms/step
>40, 578/693, d1=0.438, d2=0.285 g=3.235
2/2 [==============================] - 0s 14ms/step
>40, 579/693, d1=0.333, d2=0.360 g=3.048
2/2 [==============================] - 0s 14ms/step
>40, 580/693, d1=0.377, d2=0.410 g=2.997
2/2 [==============================] - 0s 13ms/step
>40, 581/693, d1=0.360, d2=0.296 g=2.602
2/2 [==============================] - 0s 13ms/step
>40, 582/693, d1=0.329, d2=0.373 g=2.423
2/2 [==============================] - 0s 13ms/step
>40, 583/693, d1=0.280, d2=0.198 g=2.832
2/2 [==============================] - 0s 13ms/step
>40, 584/693, d1=0.532, d2=0.259 g=3.167
2/2 [==============================] - 0s 12ms/step
>40, 585/693, d1=0.327, d2=0.399 g=3.610
2/2 [==============================] - 0s 13ms/step
>40, 586/693, d1=0.441, d2=0.319 g=3.222
2/2 [==============================] - 0s 13ms/step
>40, 587/693, d1=0.269, d2=0.339 g=2.840
2/2 [==============================] - 0s 12ms/step
>40, 588/693, d1=0.346, d2=0.366 g=3.505
2/2 [==============================] - 0s 13ms/step
>40, 589/693, d1=0.366, d2=0.339 g=2.516
2/2 [==============================] - 0s 13ms/step
>40, 590/693, d1=0.429, d2=0.382 g=4.440
2/2 [==============================] - 0s 14ms/step
>40, 591/693, d1=0.566, d2=0.247 g=2.448
2/2 [==============================] - 0s 12ms/step
>40, 592/693, d1=0.265, d2=0.275 g=3.408
2/2 [==============================] - 0s 11ms/step
>40, 593/693, d1=0.324, d2=0.340 g=2.387
2/2 [==============================] - 0s 13ms/step
>40, 594/693, d1=0.493, d2=0.375 g=3.512
2/2 [==============================] - 0s 11ms/step
>40, 595/693, d1=0.513, d2=0.454 g=3.169
2/2 [==============================] - 0s 13ms/step
>40, 596/693, d1=0.397, d2=0.259 g=3.915
2/2 [==============================] - 0s 14ms/step
>40, 597/693, d1=0.462, d2=0.296 g=2.904
2/2 [==============================] - 0s 13ms/step
>40, 598/693, d1=0.293, d2=0.365 g=2.921
2/2 [==============================] - 0s 14ms/step
>40, 599/693, d1=0.403, d2=0.517 g=3.029
2/2 [==============================] - 0s 13ms/step
>40, 600/693, d1=0.290, d2=0.192 g=2.886
2/2 [==============================] - 0s 15ms/step
>40, 601/693, d1=0.500, d2=0.239 g=3.652
2/2 [==============================] - 0s 13ms/step
>40, 602/693, d1=0.308, d2=0.360 g=3.666
2/2 [==============================] - 0s 12ms/step
>40, 603/693, d1=0.495, d2=0.309 g=2.845
2/2 [==============================] - 0s 12ms/step
>40, 604/693, d1=0.324, d2=0.215 g=2.296
2/2 [==============================] - 0s 12ms/step
>40, 605/693, d1=0.501, d2=0.444 g=3.306
2/2 [==============================] - 0s 13ms/step
>40, 606/693, d1=0.427, d2=0.330 g=2.345
2/2 [==============================] - 0s 13ms/step
>40, 607/693, d1=0.403, d2=0.390 g=2.903
2/2 [==============================] - 0s 12ms/step
>40, 608/693, d1=0.268, d2=0.443 g=2.708
2/2 [==============================] - 0s 14ms/step
>40, 609/693, d1=0.408, d2=0.307 g=3.144
2/2 [==============================] - 0s 12ms/step
>40, 610/693, d1=0.373, d2=0.203 g=3.278
2/2 [==============================] - 0s 14ms/step
>40, 611/693, d1=0.412, d2=0.260 g=2.957
2/2 [==============================] - 0s 12ms/step
>40, 612/693, d1=0.321, d2=0.391 g=3.147
2/2 [==============================] - 0s 14ms/step
>40, 613/693, d1=0.420, d2=0.308 g=3.125
2/2 [==============================] - 0s 14ms/step
>40, 614/693, d1=0.351, d2=0.373 g=2.739
2/2 [==============================] - 0s 13ms/step
>40, 615/693, d1=0.361, d2=0.426 g=3.443
2/2 [==============================] - 0s 14ms/step
>40, 616/693, d1=0.424, d2=0.267 g=3.267
2/2 [==============================] - 0s 14ms/step
>40, 617/693, d1=0.411, d2=0.482 g=4.015
2/2 [==============================] - 0s 13ms/step
>40, 618/693, d1=0.416, d2=0.282 g=3.193
2/2 [==============================] - 0s 14ms/step
>40, 619/693, d1=0.386, d2=0.304 g=2.689
2/2 [==============================] - 0s 13ms/step
>40, 620/693, d1=0.466, d2=0.335 g=3.190
2/2 [==============================] - 0s 12ms/step
>40, 621/693, d1=0.377, d2=0.373 g=3.260
2/2 [==============================] - 0s 13ms/step
>40, 622/693, d1=0.491, d2=0.260 g=3.280
2/2 [==============================] - 0s 14ms/step
>40, 623/693, d1=0.474, d2=0.425 g=2.689
2/2 [==============================] - 0s 14ms/step
>40, 624/693, d1=0.314, d2=0.310 g=3.707
2/2 [==============================] - 0s 13ms/step
>40, 625/693, d1=0.353, d2=0.332 g=3.352
2/2 [==============================] - 0s 15ms/step
>40, 626/693, d1=0.440, d2=0.321 g=3.190
2/2 [==============================] - 0s 13ms/step
>40, 627/693, d1=0.432, d2=0.287 g=2.539
2/2 [==============================] - 0s 15ms/step
>40, 628/693, d1=0.399, d2=0.349 g=2.168
2/2 [==============================] - 0s 15ms/step
>40, 629/693, d1=0.299, d2=0.247 g=2.504
2/2 [==============================] - 0s 13ms/step
>40, 630/693, d1=0.385, d2=0.476 g=2.786
2/2 [==============================] - 0s 12ms/step
>40, 631/693, d1=0.444, d2=0.371 g=2.777
2/2 [==============================] - 0s 13ms/step
>40, 632/693, d1=0.557, d2=0.381 g=2.794
2/2 [==============================] - 0s 14ms/step
>40, 633/693, d1=0.354, d2=0.365 g=2.861
2/2 [==============================] - 0s 13ms/step
>40, 634/693, d1=0.421, d2=0.257 g=3.128
2/2 [==============================] - 0s 12ms/step
>40, 635/693, d1=0.300, d2=0.459 g=2.481
2/2 [==============================] - 0s 15ms/step
>40, 636/693, d1=0.370, d2=0.300 g=3.321
2/2 [==============================] - 0s 13ms/step
>40, 637/693, d1=0.411, d2=0.381 g=2.856
2/2 [==============================] - 0s 13ms/step
>40, 638/693, d1=0.311, d2=0.245 g=2.832
2/2 [==============================] - 0s 13ms/step
>40, 639/693, d1=0.439, d2=0.378 g=2.685
2/2 [==============================] - 0s 15ms/step
>40, 640/693, d1=0.456, d2=0.319 g=2.322
2/2 [==============================] - 0s 14ms/step
>40, 641/693, d1=0.358, d2=0.391 g=2.588
2/2 [==============================] - 0s 17ms/step
>40, 642/693, d1=0.376, d2=0.336 g=2.982
2/2 [==============================] - 0s 14ms/step
>40, 643/693, d1=0.400, d2=0.443 g=3.075
2/2 [==============================] - 0s 13ms/step
>40, 644/693, d1=0.634, d2=0.316 g=2.587
2/2 [==============================] - 0s 14ms/step
>40, 645/693, d1=0.488, d2=0.332 g=2.800
2/2 [==============================] - 0s 12ms/step
>40, 646/693, d1=0.608, d2=0.490 g=2.364
2/2 [==============================] - 0s 13ms/step
>40, 647/693, d1=0.304, d2=0.360 g=2.856
2/2 [==============================] - 0s 14ms/step
>40, 648/693, d1=0.551, d2=0.298 g=2.970
2/2 [==============================] - 0s 13ms/step
>40, 649/693, d1=0.248, d2=0.403 g=2.717
2/2 [==============================] - 0s 12ms/step
>40, 650/693, d1=0.335, d2=0.331 g=2.747
2/2 [==============================] - 0s 12ms/step
>40, 651/693, d1=0.502, d2=0.413 g=2.599
2/2 [==============================] - 0s 13ms/step
>40, 652/693, d1=0.450, d2=0.285 g=2.433
2/2 [==============================] - 0s 13ms/step
>40, 653/693, d1=0.492, d2=0.504 g=2.496
2/2 [==============================] - 0s 15ms/step
>40, 654/693, d1=0.415, d2=0.348 g=2.341
2/2 [==============================] - 0s 13ms/step
>40, 655/693, d1=0.440, d2=0.364 g=2.744
2/2 [==============================] - 0s 13ms/step
>40, 656/693, d1=0.627, d2=0.481 g=3.726
2/2 [==============================] - 0s 13ms/step
>40, 657/693, d1=0.365, d2=0.281 g=4.319
2/2 [==============================] - 0s 12ms/step
>40, 658/693, d1=0.571, d2=0.437 g=3.205
2/2 [==============================] - 0s 13ms/step
>40, 659/693, d1=0.339, d2=0.307 g=2.552
2/2 [==============================] - 0s 14ms/step
>40, 660/693, d1=0.453, d2=0.303 g=2.554
2/2 [==============================] - 0s 13ms/step
>40, 661/693, d1=0.429, d2=0.495 g=2.318
2/2 [==============================] - 0s 14ms/step
>40, 662/693, d1=0.341, d2=0.397 g=2.519
2/2 [==============================] - 0s 13ms/step
>40, 663/693, d1=0.471, d2=0.351 g=3.363
2/2 [==============================] - 0s 13ms/step
>40, 664/693, d1=0.396, d2=0.313 g=2.837
2/2 [==============================] - 0s 17ms/step
>40, 665/693, d1=0.429, d2=0.327 g=3.126
2/2 [==============================] - 0s 13ms/step
>40, 666/693, d1=0.310, d2=0.403 g=3.443
2/2 [==============================] - 0s 14ms/step
>40, 667/693, d1=0.310, d2=0.308 g=2.331
2/2 [==============================] - 0s 13ms/step
>40, 668/693, d1=0.435, d2=0.322 g=2.551
2/2 [==============================] - 0s 14ms/step
>40, 669/693, d1=0.517, d2=0.404 g=3.319
2/2 [==============================] - 0s 12ms/step
>40, 670/693, d1=0.434, d2=0.372 g=2.496
2/2 [==============================] - 0s 13ms/step
>40, 671/693, d1=0.429, d2=0.481 g=2.985
2/2 [==============================] - 0s 13ms/step
>40, 672/693, d1=0.510, d2=0.281 g=2.955
2/2 [==============================] - 0s 14ms/step
>40, 673/693, d1=0.392, d2=0.366 g=3.178
2/2 [==============================] - 0s 12ms/step
>40, 674/693, d1=0.337, d2=0.339 g=3.057
2/2 [==============================] - 0s 14ms/step
>40, 675/693, d1=0.434, d2=0.279 g=2.988
2/2 [==============================] - 0s 14ms/step
>40, 676/693, d1=0.353, d2=0.323 g=3.186
2/2 [==============================] - 0s 14ms/step
>40, 677/693, d1=0.388, d2=0.235 g=2.478
2/2 [==============================] - 0s 14ms/step
>40, 678/693, d1=0.397, d2=0.315 g=3.061
2/2 [==============================] - 0s 11ms/step
>40, 679/693, d1=0.293, d2=0.373 g=3.106
2/2 [==============================] - 0s 15ms/step
>40, 680/693, d1=0.550, d2=0.382 g=2.251
2/2 [==============================] - 0s 14ms/step
>40, 681/693, d1=0.360, d2=0.353 g=3.372
2/2 [==============================] - 0s 14ms/step
>40, 682/693, d1=0.470, d2=0.297 g=2.673
2/2 [==============================] - 0s 12ms/step
>40, 683/693, d1=0.412, d2=0.315 g=2.703
2/2 [==============================] - 0s 13ms/step
>40, 684/693, d1=0.367, d2=0.345 g=3.639
2/2 [==============================] - 0s 14ms/step
>40, 685/693, d1=0.556, d2=0.307 g=2.284
2/2 [==============================] - 0s 15ms/step
>40, 686/693, d1=0.321, d2=0.284 g=2.534
2/2 [==============================] - 0s 14ms/step
>40, 687/693, d1=0.287, d2=0.411 g=2.664
2/2 [==============================] - 0s 14ms/step
>40, 688/693, d1=0.488, d2=0.460 g=3.364
2/2 [==============================] - 0s 12ms/step
>40, 689/693, d1=0.510, d2=0.424 g=3.039
2/2 [==============================] - 0s 13ms/step
>40, 690/693, d1=0.486, d2=0.245 g=2.953
2/2 [==============================] - 0s 12ms/step
>40, 691/693, d1=0.374, d2=0.370 g=2.603
2/2 [==============================] - 0s 12ms/step
>40, 692/693, d1=0.536, d2=0.374 g=2.977
2/2 [==============================] - 0s 12ms/step
>40, 693/693, d1=0.246, d2=0.357 g=3.142
5/5 [==============================] - 0s 15ms/step
>Accuracy real: 83%, fake: 89%
WARNING:tensorflow:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.
2/2 [==============================] - 0s 14ms/step
>41, 1/693, d1=0.314, d2=0.318 g=2.539
2/2 [==============================] - 0s 15ms/step
>41, 2/693, d1=0.316, d2=0.407 g=2.422
2/2 [==============================] - 0s 15ms/step
>41, 3/693, d1=0.362, d2=0.382 g=3.463
2/2 [==============================] - 0s 12ms/step
>41, 4/693, d1=0.292, d2=0.215 g=3.108
2/2 [==============================] - 0s 13ms/step
>41, 5/693, d1=0.586, d2=0.332 g=2.286
2/2 [==============================] - 0s 13ms/step
>41, 6/693, d1=0.361, d2=0.423 g=2.885
2/2 [==============================] - 0s 14ms/step
>41, 7/693, d1=0.466, d2=0.297 g=2.644
2/2 [==============================] - 0s 14ms/step
>41, 8/693, d1=0.380, d2=0.282 g=2.913
2/2 [==============================] - 0s 14ms/step
>41, 9/693, d1=0.366, d2=0.451 g=2.527
2/2 [==============================] - 0s 13ms/step
>41, 10/693, d1=0.489, d2=0.312 g=2.698
2/2 [==============================] - 0s 14ms/step
>41, 11/693, d1=0.522, d2=0.392 g=2.143
2/2 [==============================] - 0s 12ms/step
>41, 12/693, d1=0.454, d2=0.309 g=3.662
2/2 [==============================] - 0s 14ms/step
>41, 13/693, d1=0.474, d2=0.296 g=2.728
2/2 [==============================] - 0s 13ms/step
>41, 14/693, d1=0.412, d2=0.265 g=2.290
2/2 [==============================] - 0s 17ms/step
>41, 15/693, d1=0.351, d2=0.500 g=2.922
2/2 [==============================] - 0s 12ms/step
>41, 16/693, d1=0.515, d2=0.327 g=2.794
2/2 [==============================] - 0s 13ms/step
>41, 17/693, d1=0.429, d2=0.341 g=2.548
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 7ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
>50, 522/693, d1=0.291, d2=0.373 g=4.047
2/2 [==============================] - 0s 13ms/step
>50, 523/693, d1=0.369, d2=0.260 g=3.927
2/2 [==============================] - 0s 12ms/step
>50, 524/693, d1=0.359, d2=0.426 g=3.504
2/2 [==============================] - 0s 14ms/step
>50, 525/693, d1=0.420, d2=0.250 g=3.213
2/2 [==============================] - 0s 14ms/step
>50, 526/693, d1=0.372, d2=0.333 g=4.363
2/2 [==============================] - 0s 12ms/step
>50, 527/693, d1=0.451, d2=0.425 g=4.524
2/2 [==============================] - 0s 16ms/step
>50, 528/693, d1=0.303, d2=0.242 g=4.794
2/2 [==============================] - 0s 9ms/step
>50, 529/693, d1=0.344, d2=0.283 g=2.895
2/2 [==============================] - 0s 12ms/step
>50, 530/693, d1=0.549, d2=0.432 g=3.064
2/2 [==============================] - 0s 12ms/step
>50, 531/693, d1=0.543, d2=0.349 g=2.649
2/2 [==============================] - 0s 11ms/step
>50, 532/693, d1=0.557, d2=0.335 g=2.813
2/2 [==============================] - 0s 13ms/step
>50, 533/693, d1=0.358, d2=0.413 g=3.121
2/2 [==============================] - 0s 12ms/step
>50, 534/693, d1=0.416, d2=0.332 g=3.035
2/2 [==============================] - 0s 14ms/step
>50, 535/693, d1=0.373, d2=0.379 g=2.901
2/2 [==============================] - 0s 12ms/step
>50, 536/693, d1=0.372, d2=0.313 g=2.416
2/2 [==============================] - 0s 13ms/step
>50, 537/693, d1=0.322, d2=0.357 g=3.339
2/2 [==============================] - 0s 13ms/step
>50, 538/693, d1=0.350, d2=0.312 g=2.460
2/2 [==============================] - 0s 12ms/step
>50, 539/693, d1=0.474, d2=0.383 g=3.115
2/2 [==============================] - 0s 13ms/step
>50, 540/693, d1=0.402, d2=0.244 g=3.353
2/2 [==============================] - 0s 13ms/step
>50, 541/693, d1=0.422, d2=0.442 g=3.480
2/2 [==============================] - 0s 13ms/step
>50, 542/693, d1=0.676, d2=0.389 g=2.431
2/2 [==============================] - 0s 13ms/step
>50, 543/693, d1=0.364, d2=0.487 g=2.420
2/2 [==============================] - 0s 13ms/step
>50, 544/693, d1=0.385, d2=0.331 g=3.124
2/2 [==============================] - 0s 12ms/step
>50, 545/693, d1=0.465, d2=0.236 g=2.904
2/2 [==============================] - 0s 13ms/step
>50, 546/693, d1=0.443, d2=0.414 g=1.892
2/2 [==============================] - 0s 13ms/step
>50, 547/693, d1=0.519, d2=0.315 g=3.479
2/2 [==============================] - 0s 13ms/step
>50, 548/693, d1=0.406, d2=0.330 g=3.604
2/2 [==============================] - 0s 14ms/step
>50, 549/693, d1=0.350, d2=0.441 g=3.992
2/2 [==============================] - 0s 13ms/step
>50, 550/693, d1=0.528, d2=0.266 g=3.833
2/2 [==============================] - 0s 14ms/step
>50, 551/693, d1=0.304, d2=0.337 g=2.428
2/2 [==============================] - 0s 11ms/step
>50, 552/693, d1=0.442, d2=0.439 g=3.347
2/2 [==============================] - 0s 14ms/step
>50, 553/693, d1=0.396, d2=0.438 g=3.183
2/2 [==============================] - 0s 15ms/step
>50, 554/693, d1=0.315, d2=0.353 g=3.697
2/2 [==============================] - 0s 12ms/step
>50, 555/693, d1=0.401, d2=0.297 g=3.487
2/2 [==============================] - 0s 15ms/step
>50, 556/693, d1=0.448, d2=0.371 g=3.480
2/2 [==============================] - 0s 12ms/step
>50, 557/693, d1=0.343, d2=0.277 g=2.773
2/2 [==============================] - 0s 13ms/step
>50, 558/693, d1=0.405, d2=0.319 g=3.549
2/2 [==============================] - 0s 13ms/step
>50, 559/693, d1=0.327, d2=0.248 g=2.601
2/2 [==============================] - 0s 13ms/step
>50, 560/693, d1=0.266, d2=0.324 g=2.801
2/2 [==============================] - 0s 14ms/step
>50, 561/693, d1=0.327, d2=0.356 g=3.818
2/2 [==============================] - 0s 13ms/step
>50, 562/693, d1=0.456, d2=0.394 g=2.354
2/2 [==============================] - 0s 13ms/step
>50, 563/693, d1=0.315, d2=0.328 g=2.913
2/2 [==============================] - 0s 13ms/step
>50, 564/693, d1=0.397, d2=0.434 g=2.214
2/2 [==============================] - 0s 12ms/step
>50, 565/693, d1=0.376, d2=0.287 g=3.618
2/2 [==============================] - 0s 13ms/step
>50, 566/693, d1=0.381, d2=0.336 g=3.729
2/2 [==============================] - 0s 13ms/step
>50, 567/693, d1=0.355, d2=0.365 g=2.536
2/2 [==============================] - 0s 13ms/step
>50, 568/693, d1=0.501, d2=0.357 g=2.580
2/2 [==============================] - 0s 26ms/step
>50, 569/693, d1=0.422, d2=0.333 g=3.417
2/2 [==============================] - 0s 13ms/step
>50, 570/693, d1=0.304, d2=0.306 g=2.996
2/2 [==============================] - 0s 12ms/step
>50, 571/693, d1=0.543, d2=0.394 g=4.555
2/2 [==============================] - 0s 13ms/step
>50, 572/693, d1=0.526, d2=0.383 g=2.175
2/2 [==============================] - 0s 11ms/step
>50, 573/693, d1=0.358, d2=0.289 g=2.851
2/2 [==============================] - 0s 12ms/step
>50, 574/693, d1=0.585, d2=0.549 g=2.639
2/2 [==============================] - 0s 13ms/step
>50, 575/693, d1=0.439, d2=0.386 g=3.227
2/2 [==============================] - 0s 11ms/step
>50, 576/693, d1=0.372, d2=0.339 g=3.354
2/2 [==============================] - 0s 13ms/step
>50, 577/693, d1=0.382, d2=0.374 g=3.957
2/2 [==============================] - 0s 11ms/step
>50, 578/693, d1=0.443, d2=0.259 g=4.537
2/2 [==============================] - 0s 13ms/step
>50, 579/693, d1=0.417, d2=0.317 g=3.240
2/2 [==============================] - 0s 14ms/step
>50, 580/693, d1=0.348, d2=0.326 g=3.535
2/2 [==============================] - 0s 13ms/step
>50, 581/693, d1=0.417, d2=0.334 g=3.562
2/2 [==============================] - 0s 12ms/step
>50, 582/693, d1=0.343, d2=0.389 g=2.188
2/2 [==============================] - 0s 12ms/step
>50, 583/693, d1=0.376, d2=0.364 g=3.014
2/2 [==============================] - 0s 13ms/step
>50, 584/693, d1=0.383, d2=0.262 g=2.692
2/2 [==============================] - 0s 12ms/step
>50, 585/693, d1=0.464, d2=0.364 g=1.723
2/2 [==============================] - 0s 14ms/step
>50, 586/693, d1=0.301, d2=0.295 g=3.444
2/2 [==============================] - 0s 13ms/step
>50, 587/693, d1=0.355, d2=0.311 g=2.438
2/2 [==============================] - 0s 12ms/step
>50, 588/693, d1=0.282, d2=0.356 g=3.021
2/2 [==============================] - 0s 13ms/step
>50, 589/693, d1=0.525, d2=0.248 g=4.237
2/2 [==============================] - 0s 12ms/step
>50, 590/693, d1=0.412, d2=0.340 g=3.236
2/2 [==============================] - 0s 14ms/step
>50, 591/693, d1=0.346, d2=0.366 g=2.930
2/2 [==============================] - 0s 13ms/step
>50, 592/693, d1=0.476, d2=0.322 g=2.785
2/2 [==============================] - 0s 14ms/step
>50, 593/693, d1=0.315, d2=0.343 g=4.017
2/2 [==============================] - 0s 11ms/step
>50, 594/693, d1=0.405, d2=0.337 g=3.294
2/2 [==============================] - 0s 12ms/step
>50, 595/693, d1=0.377, d2=0.368 g=3.549
2/2 [==============================] - 0s 14ms/step
>50, 596/693, d1=0.417, d2=0.259 g=2.975
2/2 [==============================] - 0s 12ms/step
>50, 597/693, d1=0.350, d2=0.354 g=2.803
2/2 [==============================] - 0s 13ms/step
>50, 598/693, d1=0.291, d2=0.254 g=2.834
2/2 [==============================] - 0s 11ms/step
>50, 599/693, d1=0.450, d2=0.344 g=3.223
2/2 [==============================] - 0s 12ms/step
>50, 600/693, d1=0.512, d2=0.296 g=3.391
2/2 [==============================] - 0s 13ms/step
>50, 601/693, d1=0.330, d2=0.330 g=3.272
2/2 [==============================] - 0s 14ms/step
>50, 602/693, d1=0.435, d2=0.286 g=3.793
2/2 [==============================] - 0s 14ms/step
>50, 603/693, d1=0.561, d2=0.370 g=2.942
2/2 [==============================] - 0s 14ms/step
>50, 604/693, d1=0.342, d2=0.397 g=3.872
2/2 [==============================] - 0s 13ms/step
>50, 605/693, d1=0.250, d2=0.357 g=5.378
2/2 [==============================] - 0s 14ms/step
>50, 606/693, d1=0.361, d2=0.322 g=6.639
2/2 [==============================] - 0s 12ms/step
>50, 607/693, d1=0.508, d2=0.199 g=3.780
2/2 [==============================] - 0s 15ms/step
>50, 608/693, d1=0.486, d2=0.367 g=4.009
2/2 [==============================] - 0s 12ms/step
>50, 609/693, d1=0.350, d2=0.424 g=2.512
2/2 [==============================] - 0s 13ms/step
>50, 610/693, d1=0.355, d2=0.301 g=3.642
2/2 [==============================] - 0s 13ms/step
>50, 611/693, d1=0.631, d2=0.319 g=4.654
2/2 [==============================] - 0s 11ms/step
>50, 612/693, d1=0.403, d2=0.301 g=2.601
2/2 [==============================] - 0s 12ms/step
>50, 613/693, d1=0.297, d2=0.334 g=2.538
2/2 [==============================] - 0s 14ms/step
>50, 614/693, d1=0.652, d2=0.306 g=2.984
2/2 [==============================] - 0s 14ms/step
>50, 615/693, d1=0.360, d2=0.264 g=2.577
2/2 [==============================] - 0s 13ms/step
>50, 616/693, d1=0.312, d2=0.453 g=3.363
2/2 [==============================] - 0s 14ms/step
>50, 617/693, d1=0.377, d2=0.399 g=2.545
2/2 [==============================] - 0s 15ms/step
>50, 618/693, d1=0.458, d2=0.256 g=2.671
2/2 [==============================] - 0s 12ms/step
>50, 619/693, d1=0.310, d2=0.340 g=4.384
2/2 [==============================] - 0s 13ms/step
>50, 620/693, d1=0.377, d2=0.315 g=2.644
2/2 [==============================] - 0s 13ms/step
>50, 621/693, d1=0.405, d2=0.302 g=3.530
2/2 [==============================] - 0s 13ms/step
>50, 622/693, d1=0.494, d2=0.392 g=3.893
2/2 [==============================] - 0s 13ms/step
>50, 623/693, d1=0.406, d2=0.328 g=3.482
2/2 [==============================] - 0s 12ms/step
>50, 624/693, d1=0.616, d2=0.309 g=3.516
2/2 [==============================] - 0s 12ms/step
>50, 625/693, d1=0.420, d2=0.409 g=3.569
2/2 [==============================] - 0s 12ms/step
>50, 626/693, d1=0.389, d2=0.295 g=2.382
2/2 [==============================] - 0s 13ms/step
>50, 627/693, d1=0.360, d2=0.354 g=2.979
2/2 [==============================] - 0s 12ms/step
>50, 628/693, d1=0.424, d2=0.346 g=4.026
2/2 [==============================] - 0s 17ms/step
>50, 629/693, d1=0.495, d2=0.558 g=3.209
2/2 [==============================] - 0s 15ms/step
>50, 630/693, d1=0.559, d2=0.297 g=3.090
2/2 [==============================] - 0s 13ms/step
>50, 631/693, d1=0.348, d2=0.337 g=2.295
2/2 [==============================] - 0s 14ms/step
>50, 632/693, d1=0.379, d2=0.378 g=2.300
2/2 [==============================] - 0s 13ms/step
>50, 633/693, d1=0.349, d2=0.443 g=2.991
2/2 [==============================] - 0s 13ms/step
>50, 634/693, d1=0.363, d2=0.424 g=1.875
2/2 [==============================] - 0s 12ms/step
>50, 635/693, d1=0.241, d2=0.260 g=3.827
2/2 [==============================] - 0s 13ms/step
>50, 636/693, d1=0.549, d2=0.280 g=2.394
2/2 [==============================] - 0s 13ms/step
>50, 637/693, d1=0.465, d2=0.413 g=2.983
2/2 [==============================] - 0s 14ms/step
>50, 638/693, d1=0.423, d2=0.264 g=4.189
2/2 [==============================] - 0s 12ms/step
>50, 639/693, d1=0.275, d2=0.429 g=3.714
2/2 [==============================] - 0s 14ms/step
>50, 640/693, d1=0.417, d2=0.415 g=3.394
2/2 [==============================] - 0s 11ms/step
>50, 641/693, d1=0.403, d2=0.228 g=4.980
2/2 [==============================] - 0s 12ms/step
>50, 642/693, d1=0.444, d2=0.296 g=3.615
2/2 [==============================] - 0s 12ms/step
>50, 643/693, d1=0.373, d2=0.336 g=4.945
2/2 [==============================] - 0s 12ms/step
>50, 644/693, d1=0.223, d2=0.314 g=4.595
2/2 [==============================] - 0s 12ms/step
>50, 645/693, d1=0.457, d2=0.419 g=3.583
2/2 [==============================] - 0s 12ms/step
>50, 646/693, d1=0.435, d2=0.311 g=3.327
2/2 [==============================] - 0s 11ms/step
>50, 647/693, d1=0.455, d2=0.262 g=3.312
2/2 [==============================] - 0s 12ms/step
>50, 648/693, d1=0.537, d2=0.517 g=4.375
2/2 [==============================] - 0s 14ms/step
>50, 649/693, d1=0.355, d2=0.409 g=4.857
2/2 [==============================] - 0s 12ms/step
>50, 650/693, d1=0.301, d2=0.209 g=3.467
2/2 [==============================] - 0s 13ms/step
>50, 651/693, d1=0.293, d2=0.274 g=3.568
2/2 [==============================] - 0s 17ms/step
>50, 652/693, d1=0.536, d2=0.395 g=2.923
2/2 [==============================] - 0s 11ms/step
>50, 653/693, d1=0.343, d2=0.318 g=3.243
2/2 [==============================] - 0s 12ms/step
>50, 654/693, d1=0.606, d2=0.404 g=3.959
2/2 [==============================] - 0s 14ms/step
>50, 655/693, d1=0.543, d2=0.474 g=3.236
2/2 [==============================] - 0s 12ms/step
>50, 656/693, d1=0.452, d2=0.289 g=4.361
2/2 [==============================] - 0s 13ms/step
>50, 657/693, d1=0.531, d2=0.363 g=4.311
2/2 [==============================] - 0s 13ms/step
>50, 658/693, d1=0.404, d2=0.273 g=3.114
2/2 [==============================] - 0s 13ms/step
>50, 659/693, d1=0.370, d2=0.372 g=2.980
2/2 [==============================] - 0s 14ms/step
>50, 660/693, d1=0.376, d2=0.403 g=3.585
2/2 [==============================] - 0s 12ms/step
>50, 661/693, d1=0.448, d2=0.444 g=3.323
2/2 [==============================] - 0s 13ms/step
>50, 662/693, d1=0.363, d2=0.448 g=3.380
2/2 [==============================] - 0s 12ms/step
>50, 663/693, d1=0.542, d2=0.325 g=3.122
2/2 [==============================] - 0s 12ms/step
>50, 664/693, d1=0.328, d2=0.329 g=2.386
2/2 [==============================] - 0s 13ms/step
>50, 665/693, d1=0.457, d2=0.332 g=3.571
2/2 [==============================] - 0s 13ms/step
>50, 666/693, d1=0.426, d2=0.331 g=3.487
2/2 [==============================] - 0s 12ms/step
>50, 667/693, d1=0.427, d2=0.340 g=2.746
2/2 [==============================] - 0s 13ms/step
>50, 668/693, d1=0.444, d2=0.243 g=3.467
2/2 [==============================] - 0s 11ms/step
>50, 669/693, d1=0.370, d2=0.406 g=3.480
2/2 [==============================] - 0s 13ms/step
>50, 670/693, d1=0.332, d2=0.302 g=3.776
2/2 [==============================] - 0s 13ms/step
>50, 671/693, d1=0.391, d2=0.457 g=2.621
2/2 [==============================] - 0s 12ms/step
>50, 672/693, d1=0.342, d2=0.328 g=3.085
2/2 [==============================] - 0s 13ms/step
>50, 673/693, d1=0.533, d2=0.287 g=3.115
2/2 [==============================] - 0s 14ms/step
>50, 674/693, d1=0.362, d2=0.366 g=2.730
2/2 [==============================] - 0s 12ms/step
>50, 675/693, d1=0.478, d2=0.248 g=3.243
2/2 [==============================] - 0s 14ms/step
>50, 676/693, d1=0.343, d2=0.313 g=2.975
2/2 [==============================] - 0s 15ms/step
>50, 677/693, d1=0.473, d2=0.326 g=3.772
2/2 [==============================] - 0s 12ms/step
>50, 678/693, d1=0.467, d2=0.366 g=3.379
2/2 [==============================] - 0s 12ms/step
>50, 679/693, d1=0.460, d2=0.368 g=2.738
2/2 [==============================] - 0s 10ms/step
>50, 680/693, d1=0.457, d2=0.413 g=2.514
2/2 [==============================] - 0s 15ms/step
>50, 681/693, d1=0.563, d2=0.238 g=2.227
2/2 [==============================] - 0s 14ms/step
>50, 682/693, d1=0.401, d2=0.395 g=2.698
2/2 [==============================] - 0s 13ms/step
>50, 683/693, d1=0.350, d2=0.306 g=3.038
2/2 [==============================] - 0s 13ms/step
>50, 684/693, d1=0.360, d2=0.391 g=3.441
2/2 [==============================] - 0s 12ms/step
>50, 685/693, d1=0.350, d2=0.302 g=3.951
2/2 [==============================] - 0s 11ms/step
>50, 686/693, d1=0.348, d2=0.333 g=3.167
2/2 [==============================] - 0s 15ms/step
>50, 687/693, d1=0.379, d2=0.345 g=2.885
2/2 [==============================] - 0s 13ms/step
>50, 688/693, d1=0.570, d2=0.389 g=4.178
2/2 [==============================] - 0s 14ms/step
>50, 689/693, d1=0.349, d2=0.419 g=4.442
2/2 [==============================] - 0s 13ms/step
>50, 690/693, d1=0.360, d2=0.299 g=4.078
2/2 [==============================] - 0s 13ms/step
>50, 691/693, d1=0.362, d2=0.329 g=4.059
2/2 [==============================] - 0s 14ms/step
>50, 692/693, d1=0.345, d2=0.251 g=3.062
2/2 [==============================] - 0s 12ms/step
>50, 693/693, d1=0.271, d2=0.332 g=3.836
5/5 [==============================] - 0s 14ms/step
>Accuracy real: 77%, fake: 92%
WARNING:tensorflow:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.
2/2 [==============================] - 0s 13ms/step
>51, 1/693, d1=0.304, d2=0.378 g=3.896
2/2 [==============================] - 0s 13ms/step
>51, 2/693, d1=0.461, d2=0.264 g=3.149
2/2 [==============================] - 0s 14ms/step
>51, 3/693, d1=0.506, d2=0.395 g=3.887
2/2 [==============================] - 0s 13ms/step
>51, 4/693, d1=0.386, d2=0.349 g=2.457
2/2 [==============================] - 0s 13ms/step
>51, 5/693, d1=0.339, d2=0.380 g=3.363
2/2 [==============================] - 0s 12ms/step
>51, 6/693, d1=0.432, d2=0.357 g=2.649
2/2 [==============================] - 0s 14ms/step
>51, 7/693, d1=0.478, d2=0.375 g=3.122
2/2 [==============================] - 0s 14ms/step
>51, 8/693, d1=0.537, d2=0.354 g=4.315
2/2 [==============================] - 0s 14ms/step
>51, 9/693, d1=0.357, d2=0.345 g=2.570
2/2 [==============================] - 0s 14ms/step
>51, 10/693, d1=0.265, d2=0.239 g=2.937
2/2 [==============================] - 0s 14ms/step
>51, 11/693, d1=0.406, d2=0.327 g=3.340
2/2 [==============================] - 0s 13ms/step
>51, 12/693, d1=0.399, d2=0.305 g=3.522
2/2 [==============================] - 0s 12ms/step
>51, 13/693, d1=0.354, d2=0.294 g=3.912
2/2 [==============================] - 0s 13ms/step
>51, 14/693, d1=0.496, d2=0.343 g=3.103
2/2 [==============================] - 0s 12ms/step
>51, 15/693, d1=0.340, d2=0.362 g=3.182
2/2 [==============================] - 0s 13ms/step
>51, 16/693, d1=0.365, d2=0.383 g=2.727
2/2 [==============================] - 0s 13ms/step
>51, 17/693, d1=0.373, d2=0.397 g=2.683
2/2 [==============================] - 0s 12ms/step
>51, 18/693, d1=0.443, d2=0.318 g=3.296
2/2 [==============================] - 0s 12ms/step
>51, 19/693, d1=0.466, d2=0.371 g=2.648
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 8ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 8ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 7ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 7ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 7ms/step
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2/2 [==============================] - 0s 8ms/step
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2/2 [==============================] - 0s 7ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 7ms/step
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2/2 [==============================] - 0s 7ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 7ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 6ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 7ms/step
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2/2 [==============================] - 0s 7ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 7ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 6ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 7ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 18ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 8ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 9ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 7ms/step
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2/2 [==============================] - 0s 7ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 5ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 8ms/step
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2/2 [==============================] - 0s 7ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 12ms/step
>60, 521/693, d1=0.434, d2=0.436 g=3.722
2/2 [==============================] - 0s 10ms/step
>60, 522/693, d1=0.271, d2=0.343 g=4.240
2/2 [==============================] - 0s 7ms/step
>60, 523/693, d1=0.495, d2=0.273 g=7.329
2/2 [==============================] - 0s 15ms/step
>60, 524/693, d1=0.462, d2=0.258 g=5.769
2/2 [==============================] - 0s 13ms/step
>60, 525/693, d1=0.437, d2=0.481 g=4.120
2/2 [==============================] - 0s 12ms/step
>60, 526/693, d1=0.414, d2=0.314 g=6.620
2/2 [==============================] - 0s 11ms/step
>60, 527/693, d1=0.380, d2=0.294 g=3.354
2/2 [==============================] - 0s 11ms/step
>60, 528/693, d1=0.484, d2=0.293 g=5.324
2/2 [==============================] - 0s 14ms/step
>60, 529/693, d1=0.346, d2=0.324 g=4.928
2/2 [==============================] - 0s 14ms/step
>60, 530/693, d1=0.385, d2=0.461 g=4.582
2/2 [==============================] - 0s 7ms/step
>60, 531/693, d1=0.485, d2=0.314 g=2.807
2/2 [==============================] - 0s 11ms/step
>60, 532/693, d1=0.375, d2=0.326 g=5.407
2/2 [==============================] - 0s 11ms/step
>60, 533/693, d1=0.342, d2=0.277 g=7.198
2/2 [==============================] - 0s 7ms/step
>60, 534/693, d1=0.393, d2=0.310 g=3.483
2/2 [==============================] - 0s 7ms/step
>60, 535/693, d1=0.423, d2=0.296 g=4.213
2/2 [==============================] - 0s 12ms/step
>60, 536/693, d1=0.503, d2=0.390 g=6.483
2/2 [==============================] - 0s 16ms/step
>60, 537/693, d1=0.510, d2=0.483 g=3.320
2/2 [==============================] - 0s 14ms/step
>60, 538/693, d1=0.398, d2=0.377 g=3.039
2/2 [==============================] - 0s 7ms/step
>60, 539/693, d1=0.533, d2=0.286 g=2.339
2/2 [==============================] - 0s 10ms/step
>60, 540/693, d1=0.455, d2=0.413 g=5.673
2/2 [==============================] - 0s 17ms/step
>60, 541/693, d1=0.428, d2=0.521 g=4.290
2/2 [==============================] - 0s 12ms/step
>60, 542/693, d1=0.379, d2=0.222 g=3.479
2/2 [==============================] - 0s 12ms/step
>60, 543/693, d1=0.414, d2=0.344 g=4.621
2/2 [==============================] - 0s 12ms/step
>60, 544/693, d1=0.330, d2=0.353 g=4.079
2/2 [==============================] - 0s 8ms/step
>60, 545/693, d1=0.474, d2=0.299 g=4.646
2/2 [==============================] - 0s 11ms/step
>60, 546/693, d1=0.416, d2=0.295 g=4.608
2/2 [==============================] - 0s 12ms/step
>60, 547/693, d1=0.633, d2=0.377 g=4.816
2/2 [==============================] - 0s 13ms/step
>60, 548/693, d1=0.531, d2=0.448 g=5.271
2/2 [==============================] - 0s 16ms/step
>60, 549/693, d1=0.363, d2=0.350 g=5.460
2/2 [==============================] - 0s 12ms/step
>60, 550/693, d1=0.373, d2=0.364 g=4.453
2/2 [==============================] - 0s 12ms/step
>60, 551/693, d1=0.540, d2=0.277 g=5.466
2/2 [==============================] - 0s 16ms/step
>60, 552/693, d1=0.337, d2=0.341 g=2.826
2/2 [==============================] - 0s 15ms/step
>60, 553/693, d1=0.409, d2=0.394 g=3.991
2/2 [==============================] - 0s 14ms/step
>60, 554/693, d1=0.501, d2=0.343 g=5.256
2/2 [==============================] - 0s 15ms/step
>60, 555/693, d1=0.423, d2=0.341 g=3.444
2/2 [==============================] - 0s 7ms/step
>60, 556/693, d1=0.377, d2=0.385 g=4.600
2/2 [==============================] - 0s 17ms/step
>60, 557/693, d1=0.380, d2=0.342 g=3.870
2/2 [==============================] - 0s 11ms/step
>60, 558/693, d1=0.394, d2=0.258 g=4.629
2/2 [==============================] - 0s 14ms/step
>60, 559/693, d1=0.378, d2=0.305 g=3.305
2/2 [==============================] - 0s 19ms/step
>60, 560/693, d1=0.521, d2=0.350 g=5.576
2/2 [==============================] - 0s 14ms/step
>60, 561/693, d1=0.613, d2=0.311 g=4.200
2/2 [==============================] - 0s 12ms/step
>60, 562/693, d1=0.291, d2=0.426 g=3.991
2/2 [==============================] - 0s 12ms/step
>60, 563/693, d1=0.553, d2=0.404 g=2.767
2/2 [==============================] - 0s 7ms/step
>60, 564/693, d1=0.543, d2=0.369 g=2.797
2/2 [==============================] - 0s 12ms/step
>60, 565/693, d1=0.383, d2=0.350 g=2.033
2/2 [==============================] - 0s 15ms/step
>60, 566/693, d1=0.451, d2=0.351 g=6.107
2/2 [==============================] - 0s 7ms/step
>60, 567/693, d1=0.401, d2=0.449 g=3.921
2/2 [==============================] - 0s 9ms/step
>60, 568/693, d1=0.387, d2=0.353 g=4.855
2/2 [==============================] - 0s 11ms/step
>60, 569/693, d1=0.372, d2=0.273 g=5.122
2/2 [==============================] - 0s 10ms/step
>60, 570/693, d1=0.572, d2=0.312 g=3.770
2/2 [==============================] - 0s 13ms/step
>60, 571/693, d1=0.530, d2=0.439 g=4.525
2/2 [==============================] - 0s 14ms/step
>60, 572/693, d1=0.350, d2=0.396 g=3.950
2/2 [==============================] - 0s 18ms/step
>60, 573/693, d1=0.438, d2=0.320 g=3.961
2/2 [==============================] - 0s 10ms/step
>60, 574/693, d1=0.405, d2=0.366 g=4.350
2/2 [==============================] - 0s 14ms/step
>60, 575/693, d1=0.514, d2=0.322 g=5.273
2/2 [==============================] - 0s 12ms/step
>60, 576/693, d1=0.328, d2=0.427 g=5.115
2/2 [==============================] - 0s 12ms/step
>60, 577/693, d1=0.386, d2=0.368 g=5.185
2/2 [==============================] - 0s 10ms/step
>60, 578/693, d1=0.406, d2=0.326 g=3.624
2/2 [==============================] - 0s 7ms/step
>60, 579/693, d1=0.493, d2=0.305 g=3.626
2/2 [==============================] - 0s 11ms/step
>60, 580/693, d1=0.401, d2=0.311 g=4.353
2/2 [==============================] - 0s 14ms/step
>60, 581/693, d1=0.329, d2=0.377 g=4.440
2/2 [==============================] - 0s 14ms/step
>60, 582/693, d1=0.529, d2=0.346 g=4.083
2/2 [==============================] - 0s 14ms/step
>60, 583/693, d1=0.437, d2=0.342 g=4.382
2/2 [==============================] - 0s 11ms/step
>60, 584/693, d1=0.328, d2=0.326 g=3.477
2/2 [==============================] - 0s 13ms/step
>60, 585/693, d1=0.365, d2=0.307 g=3.621
2/2 [==============================] - 0s 14ms/step
>60, 586/693, d1=0.418, d2=0.431 g=4.883
2/2 [==============================] - 0s 18ms/step
>60, 587/693, d1=0.333, d2=0.393 g=4.196
2/2 [==============================] - 0s 13ms/step
>60, 588/693, d1=0.475, d2=0.303 g=2.953
2/2 [==============================] - 0s 13ms/step
>60, 589/693, d1=0.435, d2=0.344 g=4.913
2/2 [==============================] - 0s 11ms/step
>60, 590/693, d1=0.520, d2=0.350 g=4.025
2/2 [==============================] - 0s 7ms/step
>60, 591/693, d1=0.173, d2=0.277 g=4.292
2/2 [==============================] - 0s 10ms/step
>60, 592/693, d1=0.334, d2=0.406 g=5.539
2/2 [==============================] - 0s 11ms/step
>60, 593/693, d1=0.274, d2=0.314 g=3.531
2/2 [==============================] - 0s 7ms/step
>60, 594/693, d1=0.337, d2=0.249 g=4.603
2/2 [==============================] - 0s 14ms/step
>60, 595/693, d1=0.452, d2=0.467 g=5.347
2/2 [==============================] - 0s 12ms/step
>60, 596/693, d1=0.366, d2=0.240 g=3.609
2/2 [==============================] - 0s 14ms/step
>60, 597/693, d1=0.374, d2=0.239 g=1.954
2/2 [==============================] - 0s 12ms/step
>60, 598/693, d1=0.360, d2=0.247 g=5.386
2/2 [==============================] - 0s 12ms/step
>60, 599/693, d1=0.347, d2=0.332 g=3.721
2/2 [==============================] - 0s 12ms/step
>60, 600/693, d1=0.367, d2=0.389 g=5.030
2/2 [==============================] - 0s 11ms/step
>60, 601/693, d1=0.219, d2=0.346 g=4.626
2/2 [==============================] - 0s 12ms/step
>60, 602/693, d1=0.490, d2=0.225 g=4.699
2/2 [==============================] - 0s 11ms/step
>60, 603/693, d1=0.480, d2=0.374 g=3.681
2/2 [==============================] - 0s 12ms/step
>60, 604/693, d1=0.334, d2=0.380 g=5.441
2/2 [==============================] - 0s 13ms/step
>60, 605/693, d1=0.462, d2=0.303 g=3.435
2/2 [==============================] - 0s 12ms/step
>60, 606/693, d1=0.321, d2=0.314 g=6.125
2/2 [==============================] - 0s 13ms/step
>60, 607/693, d1=0.497, d2=0.406 g=5.250
2/2 [==============================] - 0s 11ms/step
>60, 608/693, d1=0.367, d2=0.408 g=3.361
2/2 [==============================] - 0s 11ms/step
>60, 609/693, d1=0.325, d2=0.266 g=6.380
2/2 [==============================] - 0s 9ms/step
>60, 610/693, d1=0.557, d2=0.347 g=4.594
2/2 [==============================] - 0s 16ms/step
>60, 611/693, d1=0.270, d2=0.447 g=5.419
2/2 [==============================] - 0s 9ms/step
>60, 612/693, d1=0.655, d2=0.290 g=3.389
2/2 [==============================] - 0s 14ms/step
>60, 613/693, d1=0.230, d2=0.444 g=4.362
2/2 [==============================] - 0s 12ms/step
>60, 614/693, d1=0.288, d2=0.197 g=3.285
2/2 [==============================] - 0s 12ms/step
>60, 615/693, d1=0.559, d2=0.272 g=6.394
2/2 [==============================] - 0s 11ms/step
>60, 616/693, d1=0.302, d2=0.310 g=3.820
2/2 [==============================] - 0s 13ms/step
>60, 617/693, d1=0.467, d2=0.433 g=3.925
2/2 [==============================] - 0s 14ms/step
>60, 618/693, d1=0.447, d2=0.454 g=6.290
2/2 [==============================] - 0s 13ms/step
>60, 619/693, d1=0.453, d2=0.286 g=1.867
2/2 [==============================] - 0s 8ms/step
>60, 620/693, d1=0.389, d2=0.319 g=3.523
2/2 [==============================] - 0s 11ms/step
>60, 621/693, d1=0.351, d2=0.365 g=5.376
2/2 [==============================] - 0s 14ms/step
>60, 622/693, d1=0.359, d2=0.238 g=4.192
2/2 [==============================] - 0s 12ms/step
>60, 623/693, d1=0.430, d2=0.348 g=3.315
2/2 [==============================] - 0s 6ms/step
>60, 624/693, d1=0.244, d2=0.261 g=6.476
2/2 [==============================] - 0s 13ms/step
>60, 625/693, d1=0.316, d2=0.293 g=3.018
2/2 [==============================] - 0s 13ms/step
>60, 626/693, d1=0.314, d2=0.316 g=4.264
2/2 [==============================] - 0s 6ms/step
>60, 627/693, d1=0.629, d2=0.400 g=5.354
2/2 [==============================] - 0s 11ms/step
>60, 628/693, d1=0.382, d2=0.298 g=2.702
2/2 [==============================] - 0s 12ms/step
>60, 629/693, d1=0.527, d2=0.411 g=4.069
2/2 [==============================] - 0s 14ms/step
>60, 630/693, d1=0.421, d2=0.380 g=6.919
2/2 [==============================] - 0s 15ms/step
>60, 631/693, d1=0.500, d2=0.384 g=2.848
2/2 [==============================] - 0s 7ms/step
>60, 632/693, d1=0.369, d2=0.292 g=4.867
2/2 [==============================] - 0s 12ms/step
>60, 633/693, d1=0.370, d2=0.288 g=2.409
2/2 [==============================] - 0s 14ms/step
>60, 634/693, d1=0.665, d2=0.328 g=5.204
2/2 [==============================] - 0s 7ms/step
>60, 635/693, d1=0.273, d2=0.462 g=3.181
2/2 [==============================] - 0s 14ms/step
>60, 636/693, d1=0.450, d2=0.336 g=5.725
2/2 [==============================] - 0s 16ms/step
>60, 637/693, d1=0.391, d2=0.297 g=4.870
2/2 [==============================] - 0s 10ms/step
>60, 638/693, d1=0.306, d2=0.284 g=3.649
2/2 [==============================] - 0s 13ms/step
>60, 639/693, d1=0.431, d2=0.365 g=2.956
2/2 [==============================] - 0s 14ms/step
>60, 640/693, d1=0.375, d2=0.387 g=4.771
2/2 [==============================] - 0s 13ms/step
>60, 641/693, d1=0.456, d2=0.259 g=5.734
2/2 [==============================] - 0s 12ms/step
>60, 642/693, d1=0.528, d2=0.403 g=4.560
2/2 [==============================] - 0s 12ms/step
>60, 643/693, d1=0.317, d2=0.228 g=2.875
2/2 [==============================] - 0s 14ms/step
>60, 644/693, d1=0.492, d2=0.296 g=5.277
2/2 [==============================] - 0s 20ms/step
>60, 645/693, d1=0.365, d2=0.388 g=3.774
2/2 [==============================] - 0s 11ms/step
>60, 646/693, d1=0.305, d2=0.232 g=5.002
2/2 [==============================] - 0s 14ms/step
>60, 647/693, d1=0.407, d2=0.458 g=3.764
2/2 [==============================] - 0s 13ms/step
>60, 648/693, d1=0.416, d2=0.278 g=5.179
2/2 [==============================] - 0s 12ms/step
>60, 649/693, d1=0.321, d2=0.351 g=3.166
2/2 [==============================] - 0s 7ms/step
>60, 650/693, d1=0.298, d2=0.352 g=4.469
2/2 [==============================] - 0s 11ms/step
>60, 651/693, d1=0.471, d2=0.349 g=3.619
2/2 [==============================] - 0s 8ms/step
>60, 652/693, d1=0.423, d2=0.338 g=4.416
2/2 [==============================] - 0s 14ms/step
>60, 653/693, d1=0.411, d2=0.294 g=5.587
2/2 [==============================] - 0s 9ms/step
>60, 654/693, d1=0.465, d2=0.307 g=5.171
2/2 [==============================] - 0s 18ms/step
>60, 655/693, d1=0.394, d2=0.403 g=4.989
2/2 [==============================] - 0s 13ms/step
>60, 656/693, d1=0.263, d2=0.296 g=4.932
2/2 [==============================] - 0s 18ms/step
>60, 657/693, d1=0.434, d2=0.374 g=4.349
2/2 [==============================] - 0s 14ms/step
>60, 658/693, d1=0.293, d2=0.221 g=2.379
2/2 [==============================] - 0s 12ms/step
>60, 659/693, d1=0.446, d2=0.471 g=3.436
2/2 [==============================] - 0s 11ms/step
>60, 660/693, d1=0.504, d2=0.384 g=2.710
2/2 [==============================] - 0s 11ms/step
>60, 661/693, d1=0.418, d2=0.252 g=4.592
2/2 [==============================] - 0s 7ms/step
>60, 662/693, d1=0.406, d2=0.343 g=4.684
2/2 [==============================] - 0s 10ms/step
>60, 663/693, d1=0.378, d2=0.343 g=5.592
2/2 [==============================] - 0s 12ms/step
>60, 664/693, d1=0.339, d2=0.310 g=4.441
2/2 [==============================] - 0s 10ms/step
>60, 665/693, d1=0.404, d2=0.260 g=2.461
2/2 [==============================] - 0s 14ms/step
>60, 666/693, d1=0.432, d2=0.480 g=3.563
2/2 [==============================] - 0s 11ms/step
>60, 667/693, d1=0.437, d2=0.417 g=3.470
2/2 [==============================] - 0s 12ms/step
>60, 668/693, d1=0.471, d2=0.251 g=3.641
2/2 [==============================] - 0s 8ms/step
>60, 669/693, d1=0.331, d2=0.303 g=4.510
2/2 [==============================] - 0s 11ms/step
>60, 670/693, d1=0.478, d2=0.357 g=4.483
2/2 [==============================] - 0s 13ms/step
>60, 671/693, d1=0.470, d2=0.390 g=4.279
2/2 [==============================] - 0s 12ms/step
>60, 672/693, d1=0.401, d2=0.369 g=2.948
2/2 [==============================] - 0s 12ms/step
>60, 673/693, d1=0.328, d2=0.311 g=2.730
2/2 [==============================] - 0s 17ms/step
>60, 674/693, d1=0.462, d2=0.329 g=4.931
2/2 [==============================] - 0s 12ms/step
>60, 675/693, d1=0.351, d2=0.264 g=4.321
2/2 [==============================] - 0s 14ms/step
>60, 676/693, d1=0.405, d2=0.314 g=4.410
2/2 [==============================] - 0s 12ms/step
>60, 677/693, d1=0.598, d2=0.396 g=3.081
2/2 [==============================] - 0s 12ms/step
>60, 678/693, d1=0.444, d2=0.512 g=4.806
2/2 [==============================] - 0s 13ms/step
>60, 679/693, d1=0.465, d2=0.365 g=2.875
2/2 [==============================] - 0s 12ms/step
>60, 680/693, d1=0.419, d2=0.293 g=3.666
2/2 [==============================] - 0s 15ms/step
>60, 681/693, d1=0.516, d2=0.333 g=2.760
2/2 [==============================] - 0s 7ms/step
>60, 682/693, d1=0.547, d2=0.356 g=5.856
2/2 [==============================] - 0s 13ms/step
>60, 683/693, d1=0.492, d2=0.418 g=3.956
2/2 [==============================] - 0s 11ms/step
>60, 684/693, d1=0.430, d2=0.322 g=6.409
2/2 [==============================] - 0s 15ms/step
>60, 685/693, d1=0.292, d2=0.360 g=6.329
2/2 [==============================] - 0s 15ms/step
>60, 686/693, d1=0.425, d2=0.371 g=3.958
2/2 [==============================] - 0s 10ms/step
>60, 687/693, d1=0.387, d2=0.321 g=5.397
2/2 [==============================] - 0s 8ms/step
>60, 688/693, d1=0.416, d2=0.322 g=2.619
2/2 [==============================] - 0s 13ms/step
>60, 689/693, d1=0.353, d2=0.367 g=4.169
2/2 [==============================] - 0s 15ms/step
>60, 690/693, d1=0.244, d2=0.407 g=2.309
2/2 [==============================] - 0s 13ms/step
>60, 691/693, d1=0.379, d2=0.261 g=5.105
2/2 [==============================] - 0s 14ms/step
>60, 692/693, d1=0.417, d2=0.269 g=3.289
2/2 [==============================] - 0s 14ms/step
>60, 693/693, d1=0.403, d2=0.412 g=4.724
5/5 [==============================] - 0s 15ms/step
>Accuracy real: 79%, fake: 97%
WARNING:tensorflow:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.
2/2 [==============================] - 0s 12ms/step
>61, 1/693, d1=0.542, d2=0.393 g=4.508
2/2 [==============================] - 0s 16ms/step
>61, 2/693, d1=0.376, d2=0.328 g=3.944
2/2 [==============================] - 0s 13ms/step
>61, 3/693, d1=0.446, d2=0.218 g=4.168
2/2 [==============================] - 0s 21ms/step
>61, 4/693, d1=0.434, d2=0.337 g=3.581
2/2 [==============================] - 0s 15ms/step
>61, 5/693, d1=0.314, d2=0.500 g=6.367
2/2 [==============================] - 0s 12ms/step
>61, 6/693, d1=0.423, d2=0.362 g=4.274
2/2 [==============================] - 0s 10ms/step
>61, 7/693, d1=0.368, d2=0.271 g=5.684
2/2 [==============================] - 0s 14ms/step
>61, 8/693, d1=0.511, d2=0.362 g=4.290
2/2 [==============================] - 0s 14ms/step
>61, 9/693, d1=0.447, d2=0.347 g=4.048
2/2 [==============================] - 0s 14ms/step
>61, 10/693, d1=0.320, d2=0.313 g=3.439
2/2 [==============================] - 0s 14ms/step
>61, 11/693, d1=0.486, d2=0.301 g=3.685
2/2 [==============================] - 0s 14ms/step
>61, 12/693, d1=0.190, d2=0.449 g=4.360
2/2 [==============================] - 0s 15ms/step
>61, 13/693, d1=0.398, d2=0.288 g=4.649
2/2 [==============================] - 0s 15ms/step
>61, 14/693, d1=0.406, d2=0.283 g=5.295
2/2 [==============================] - 0s 15ms/step
>61, 15/693, d1=0.347, d2=0.433 g=3.347
2/2 [==============================] - 0s 14ms/step
>61, 16/693, d1=0.620, d2=0.288 g=3.532
2/2 [==============================] - 0s 18ms/step
>61, 17/693, d1=0.412, d2=0.368 g=5.947
2/2 [==============================] - 0s 16ms/step
>61, 18/693, d1=0.383, d2=0.376 g=3.665
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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>70, 523/693, d1=0.499, d2=0.355 g=4.975
2/2 [==============================] - 0s 11ms/step
>70, 524/693, d1=0.432, d2=0.315 g=3.056
2/2 [==============================] - 0s 12ms/step
>70, 525/693, d1=0.206, d2=0.395 g=3.316
2/2 [==============================] - 0s 12ms/step
>70, 526/693, d1=0.341, d2=0.279 g=2.999
2/2 [==============================] - 0s 12ms/step
>70, 527/693, d1=0.507, d2=0.316 g=3.571
2/2 [==============================] - 0s 12ms/step
>70, 528/693, d1=0.395, d2=0.349 g=5.488
2/2 [==============================] - 0s 12ms/step
>70, 529/693, d1=0.328, d2=0.364 g=5.658
2/2 [==============================] - 0s 11ms/step
>70, 530/693, d1=0.410, d2=0.278 g=2.238
2/2 [==============================] - 0s 12ms/step
>70, 531/693, d1=0.494, d2=0.253 g=4.806
2/2 [==============================] - 0s 12ms/step
>70, 532/693, d1=0.429, d2=0.388 g=4.674
2/2 [==============================] - 0s 12ms/step
>70, 533/693, d1=0.370, d2=0.310 g=3.488
2/2 [==============================] - 0s 13ms/step
>70, 534/693, d1=0.409, d2=0.337 g=3.473
2/2 [==============================] - 0s 11ms/step
>70, 535/693, d1=0.417, d2=0.316 g=3.450
2/2 [==============================] - 0s 13ms/step
>70, 536/693, d1=0.477, d2=0.308 g=3.957
2/2 [==============================] - 0s 12ms/step
>70, 537/693, d1=0.354, d2=0.321 g=3.582
2/2 [==============================] - 0s 12ms/step
>70, 538/693, d1=0.408, d2=0.308 g=3.064
2/2 [==============================] - 0s 12ms/step
>70, 539/693, d1=0.401, d2=0.325 g=4.844
2/2 [==============================] - 0s 12ms/step
>70, 540/693, d1=0.393, d2=0.293 g=3.578
2/2 [==============================] - 0s 12ms/step
>70, 541/693, d1=0.338, d2=0.377 g=3.420
2/2 [==============================] - 0s 12ms/step
>70, 542/693, d1=0.401, d2=0.414 g=2.881
2/2 [==============================] - 0s 13ms/step
>70, 543/693, d1=0.225, d2=0.270 g=4.206
2/2 [==============================] - 0s 11ms/step
>70, 544/693, d1=0.501, d2=0.289 g=5.386
2/2 [==============================] - 0s 12ms/step
>70, 545/693, d1=0.451, d2=0.360 g=3.632
2/2 [==============================] - 0s 12ms/step
>70, 546/693, d1=0.379, d2=0.321 g=3.754
2/2 [==============================] - 0s 13ms/step
>70, 547/693, d1=0.503, d2=0.242 g=4.821
2/2 [==============================] - 0s 11ms/step
>70, 548/693, d1=0.341, d2=0.447 g=5.763
2/2 [==============================] - 0s 12ms/step
>70, 549/693, d1=0.419, d2=0.313 g=3.866
2/2 [==============================] - 0s 11ms/step
>70, 550/693, d1=0.405, d2=0.392 g=3.989
2/2 [==============================] - 0s 12ms/step
>70, 551/693, d1=0.312, d2=0.334 g=4.480
2/2 [==============================] - 0s 11ms/step
>70, 552/693, d1=0.449, d2=0.309 g=4.214
2/2 [==============================] - 0s 12ms/step
>70, 553/693, d1=0.501, d2=0.340 g=7.411
2/2 [==============================] - 0s 12ms/step
>70, 554/693, d1=0.352, d2=0.343 g=6.948
2/2 [==============================] - 0s 12ms/step
>70, 555/693, d1=0.491, d2=0.270 g=6.270
2/2 [==============================] - 0s 12ms/step
>70, 556/693, d1=0.464, d2=0.372 g=4.117
2/2 [==============================] - 0s 12ms/step
>70, 557/693, d1=0.330, d2=0.307 g=2.959
2/2 [==============================] - 0s 12ms/step
>70, 558/693, d1=0.313, d2=0.356 g=2.973
2/2 [==============================] - 0s 11ms/step
>70, 559/693, d1=0.335, d2=0.340 g=3.711
2/2 [==============================] - 0s 11ms/step
>70, 560/693, d1=0.468, d2=0.279 g=4.936
2/2 [==============================] - 0s 12ms/step
>70, 561/693, d1=0.448, d2=0.294 g=4.284
2/2 [==============================] - 0s 12ms/step
>70, 562/693, d1=0.297, d2=0.264 g=4.652
2/2 [==============================] - 0s 13ms/step
>70, 563/693, d1=0.380, d2=0.291 g=4.157
2/2 [==============================] - 0s 11ms/step
>70, 564/693, d1=0.511, d2=0.346 g=5.823
2/2 [==============================] - 0s 12ms/step
>70, 565/693, d1=0.374, d2=0.383 g=4.074
2/2 [==============================] - 0s 12ms/step
>70, 566/693, d1=0.312, d2=0.270 g=3.291
2/2 [==============================] - 0s 13ms/step
>70, 567/693, d1=0.283, d2=0.338 g=4.584
2/2 [==============================] - 0s 12ms/step
>70, 568/693, d1=0.398, d2=0.304 g=6.563
2/2 [==============================] - 0s 12ms/step
>70, 569/693, d1=0.656, d2=0.280 g=5.848
2/2 [==============================] - 0s 12ms/step
>70, 570/693, d1=0.438, d2=0.280 g=4.567
2/2 [==============================] - 0s 12ms/step
>70, 571/693, d1=0.296, d2=0.391 g=6.230
2/2 [==============================] - 0s 13ms/step
>70, 572/693, d1=0.466, d2=0.323 g=4.327
2/2 [==============================] - 0s 11ms/step
>70, 573/693, d1=0.368, d2=0.383 g=6.310
2/2 [==============================] - 0s 12ms/step
>70, 574/693, d1=0.516, d2=0.323 g=5.298
2/2 [==============================] - 0s 12ms/step
>70, 575/693, d1=0.395, d2=0.329 g=3.338
2/2 [==============================] - 0s 11ms/step
>70, 576/693, d1=0.423, d2=0.392 g=2.960
2/2 [==============================] - 0s 12ms/step
>70, 577/693, d1=0.500, d2=0.388 g=5.134
2/2 [==============================] - 0s 11ms/step
>70, 578/693, d1=0.291, d2=0.210 g=5.531
2/2 [==============================] - 0s 12ms/step
>70, 579/693, d1=0.433, d2=0.340 g=3.247
2/2 [==============================] - 0s 12ms/step
>70, 580/693, d1=0.260, d2=0.362 g=6.477
2/2 [==============================] - 0s 13ms/step
>70, 581/693, d1=0.318, d2=0.255 g=4.169
2/2 [==============================] - 0s 11ms/step
>70, 582/693, d1=0.407, d2=0.248 g=3.241
2/2 [==============================] - 0s 12ms/step
>70, 583/693, d1=0.307, d2=0.322 g=5.398
2/2 [==============================] - 0s 11ms/step
>70, 584/693, d1=0.354, d2=0.304 g=3.459
2/2 [==============================] - 0s 12ms/step
>70, 585/693, d1=0.371, d2=0.370 g=6.091
2/2 [==============================] - 0s 12ms/step
>70, 586/693, d1=0.372, d2=0.219 g=2.860
2/2 [==============================] - 0s 12ms/step
>70, 587/693, d1=0.388, d2=0.236 g=5.264
2/2 [==============================] - 0s 10ms/step
>70, 588/693, d1=0.488, d2=0.417 g=5.151
2/2 [==============================] - 0s 11ms/step
>70, 589/693, d1=0.484, d2=0.236 g=2.678
2/2 [==============================] - 0s 11ms/step
>70, 590/693, d1=0.352, d2=0.402 g=5.206
2/2 [==============================] - 0s 12ms/step
>70, 591/693, d1=0.557, d2=0.403 g=4.316
2/2 [==============================] - 0s 13ms/step
>70, 592/693, d1=0.313, d2=0.336 g=4.123
2/2 [==============================] - 0s 12ms/step
>70, 593/693, d1=0.270, d2=0.302 g=3.177
2/2 [==============================] - 0s 11ms/step
>70, 594/693, d1=0.334, d2=0.313 g=7.093
2/2 [==============================] - 0s 12ms/step
>70, 595/693, d1=0.297, d2=0.272 g=4.416
2/2 [==============================] - 0s 11ms/step
>70, 596/693, d1=0.416, d2=0.311 g=4.724
2/2 [==============================] - 0s 12ms/step
>70, 597/693, d1=0.529, d2=0.242 g=5.822
2/2 [==============================] - 0s 15ms/step
>70, 598/693, d1=0.372, d2=0.319 g=4.283
2/2 [==============================] - 0s 12ms/step
>70, 599/693, d1=0.281, d2=0.294 g=3.659
2/2 [==============================] - 0s 12ms/step
>70, 600/693, d1=0.319, d2=0.271 g=5.273
2/2 [==============================] - 0s 13ms/step
>70, 601/693, d1=0.392, d2=0.343 g=3.910
2/2 [==============================] - 0s 11ms/step
>70, 602/693, d1=0.501, d2=0.269 g=2.414
2/2 [==============================] - 0s 12ms/step
>70, 603/693, d1=0.317, d2=0.307 g=4.029
2/2 [==============================] - 0s 13ms/step
>70, 604/693, d1=0.368, d2=0.325 g=2.839
2/2 [==============================] - 0s 12ms/step
>70, 605/693, d1=0.554, d2=0.293 g=3.770
2/2 [==============================] - 0s 11ms/step
>70, 606/693, d1=0.333, d2=0.342 g=6.001
2/2 [==============================] - 0s 13ms/step
>70, 607/693, d1=0.343, d2=0.256 g=3.719
2/2 [==============================] - 0s 12ms/step
>70, 608/693, d1=0.379, d2=0.310 g=4.918
2/2 [==============================] - 0s 12ms/step
>70, 609/693, d1=0.351, d2=0.329 g=4.683
2/2 [==============================] - 0s 12ms/step
>70, 610/693, d1=0.509, d2=0.285 g=6.120
2/2 [==============================] - 0s 11ms/step
>70, 611/693, d1=0.470, d2=0.394 g=4.991
2/2 [==============================] - 0s 11ms/step
>70, 612/693, d1=0.356, d2=0.584 g=2.381
2/2 [==============================] - 0s 12ms/step
>70, 613/693, d1=0.361, d2=0.226 g=3.644
2/2 [==============================] - 0s 12ms/step
>70, 614/693, d1=0.413, d2=0.321 g=5.008
2/2 [==============================] - 0s 13ms/step
>70, 615/693, d1=0.439, d2=0.369 g=5.027
2/2 [==============================] - 0s 11ms/step
>70, 616/693, d1=0.493, d2=0.369 g=4.024
2/2 [==============================] - 0s 11ms/step
>70, 617/693, d1=0.428, d2=0.297 g=2.498
2/2 [==============================] - 0s 13ms/step
>70, 618/693, d1=0.431, d2=0.512 g=4.519
2/2 [==============================] - 0s 12ms/step
>70, 619/693, d1=0.453, d2=0.347 g=5.929
2/2 [==============================] - 0s 11ms/step
>70, 620/693, d1=0.399, d2=0.367 g=3.255
2/2 [==============================] - 0s 11ms/step
>70, 621/693, d1=0.382, d2=0.424 g=4.120
2/2 [==============================] - 0s 11ms/step
>70, 622/693, d1=0.430, d2=0.259 g=4.849
2/2 [==============================] - 0s 13ms/step
>70, 623/693, d1=0.587, d2=0.457 g=3.896
2/2 [==============================] - 0s 13ms/step
>70, 624/693, d1=0.435, d2=0.397 g=4.572
2/2 [==============================] - 0s 11ms/step
>70, 625/693, d1=0.525, d2=0.328 g=3.003
2/2 [==============================] - 0s 12ms/step
>70, 626/693, d1=0.240, d2=0.246 g=2.202
2/2 [==============================] - 0s 12ms/step
>70, 627/693, d1=0.399, d2=0.485 g=4.363
2/2 [==============================] - 0s 13ms/step
>70, 628/693, d1=0.433, d2=0.253 g=6.386
2/2 [==============================] - 0s 11ms/step
>70, 629/693, d1=0.466, d2=0.344 g=3.927
2/2 [==============================] - 0s 12ms/step
>70, 630/693, d1=0.504, d2=0.278 g=3.384
2/2 [==============================] - 0s 12ms/step
>70, 631/693, d1=0.478, d2=0.392 g=3.269
2/2 [==============================] - 0s 13ms/step
>70, 632/693, d1=0.287, d2=0.271 g=2.744
2/2 [==============================] - 0s 11ms/step
>70, 633/693, d1=0.514, d2=0.460 g=7.025
2/2 [==============================] - 0s 11ms/step
>70, 634/693, d1=0.414, d2=0.391 g=6.243
2/2 [==============================] - 0s 12ms/step
>70, 635/693, d1=0.397, d2=0.342 g=5.014
2/2 [==============================] - 0s 12ms/step
>70, 636/693, d1=0.379, d2=0.420 g=4.673
2/2 [==============================] - 0s 12ms/step
>70, 637/693, d1=0.369, d2=0.302 g=3.439
2/2 [==============================] - 0s 11ms/step
>70, 638/693, d1=0.412, d2=0.403 g=3.532
2/2 [==============================] - 0s 11ms/step
>70, 639/693, d1=0.407, d2=0.374 g=6.623
2/2 [==============================] - 0s 13ms/step
>70, 640/693, d1=0.464, d2=0.325 g=5.700
2/2 [==============================] - 0s 12ms/step
>70, 641/693, d1=0.383, d2=0.268 g=5.717
2/2 [==============================] - 0s 11ms/step
>70, 642/693, d1=0.380, d2=0.417 g=4.163
2/2 [==============================] - 0s 12ms/step
>70, 643/693, d1=0.376, d2=0.366 g=2.722
2/2 [==============================] - 0s 12ms/step
>70, 644/693, d1=0.390, d2=0.275 g=3.476
2/2 [==============================] - 0s 11ms/step
>70, 645/693, d1=0.307, d2=0.290 g=4.272
2/2 [==============================] - 0s 12ms/step
>70, 646/693, d1=0.464, d2=0.285 g=3.690
2/2 [==============================] - 0s 11ms/step
>70, 647/693, d1=0.459, d2=0.369 g=4.320
2/2 [==============================] - 0s 12ms/step
>70, 648/693, d1=0.362, d2=0.408 g=5.771
2/2 [==============================] - 0s 12ms/step
>70, 649/693, d1=0.306, d2=0.290 g=3.532
2/2 [==============================] - 0s 12ms/step
>70, 650/693, d1=0.388, d2=0.325 g=3.475
2/2 [==============================] - 0s 12ms/step
>70, 651/693, d1=0.252, d2=0.333 g=3.870
2/2 [==============================] - 0s 12ms/step
>70, 652/693, d1=0.361, d2=0.321 g=5.000
2/2 [==============================] - 0s 12ms/step
>70, 653/693, d1=0.522, d2=0.261 g=5.941
2/2 [==============================] - 0s 12ms/step
>70, 654/693, d1=0.481, d2=0.327 g=4.198
2/2 [==============================] - 0s 12ms/step
>70, 655/693, d1=0.334, d2=0.336 g=5.726
2/2 [==============================] - 0s 12ms/step
>70, 656/693, d1=0.409, d2=0.388 g=5.991
2/2 [==============================] - 0s 12ms/step
>70, 657/693, d1=0.604, d2=0.348 g=2.838
2/2 [==============================] - 0s 12ms/step
>70, 658/693, d1=0.272, d2=0.314 g=3.920
2/2 [==============================] - 0s 12ms/step
>70, 659/693, d1=0.443, d2=0.381 g=4.458
2/2 [==============================] - 0s 11ms/step
>70, 660/693, d1=0.400, d2=0.393 g=7.109
2/2 [==============================] - 0s 12ms/step
>70, 661/693, d1=0.606, d2=0.296 g=5.518
2/2 [==============================] - 0s 12ms/step
>70, 662/693, d1=0.440, d2=0.233 g=2.430
2/2 [==============================] - 0s 11ms/step
>70, 663/693, d1=0.379, d2=0.387 g=3.137
2/2 [==============================] - 0s 12ms/step
>70, 664/693, d1=0.374, d2=0.435 g=3.326
2/2 [==============================] - 0s 12ms/step
>70, 665/693, d1=0.529, d2=0.291 g=4.577
2/2 [==============================] - 0s 11ms/step
>70, 666/693, d1=0.348, d2=0.333 g=5.433
2/2 [==============================] - 0s 12ms/step
>70, 667/693, d1=0.369, d2=0.317 g=3.912
2/2 [==============================] - 0s 14ms/step
>70, 668/693, d1=0.310, d2=0.346 g=5.167
2/2 [==============================] - 0s 11ms/step
>70, 669/693, d1=0.347, d2=0.409 g=4.492
2/2 [==============================] - 0s 12ms/step
>70, 670/693, d1=0.290, d2=0.319 g=2.496
2/2 [==============================] - 0s 12ms/step
>70, 671/693, d1=0.460, d2=0.304 g=5.119
2/2 [==============================] - 0s 11ms/step
>70, 672/693, d1=0.461, d2=0.358 g=3.050
2/2 [==============================] - 0s 13ms/step
>70, 673/693, d1=0.458, d2=0.333 g=3.032
2/2 [==============================] - 0s 12ms/step
>70, 674/693, d1=0.586, d2=0.317 g=4.733
2/2 [==============================] - 0s 11ms/step
>70, 675/693, d1=0.365, d2=0.356 g=3.949
2/2 [==============================] - 0s 12ms/step
>70, 676/693, d1=0.254, d2=0.281 g=4.320
2/2 [==============================] - 0s 13ms/step
>70, 677/693, d1=0.550, d2=0.366 g=4.405
2/2 [==============================] - 0s 13ms/step
>70, 678/693, d1=0.246, d2=0.305 g=3.118
2/2 [==============================] - 0s 12ms/step
>70, 679/693, d1=0.451, d2=0.325 g=5.506
2/2 [==============================] - 0s 13ms/step
>70, 680/693, d1=0.524, d2=0.400 g=4.179
2/2 [==============================] - 0s 12ms/step
>70, 681/693, d1=0.385, d2=0.375 g=6.111
2/2 [==============================] - 0s 11ms/step
>70, 682/693, d1=0.290, d2=0.299 g=2.815
2/2 [==============================] - 0s 13ms/step
>70, 683/693, d1=0.556, d2=0.217 g=5.103
2/2 [==============================] - 0s 12ms/step
>70, 684/693, d1=0.360, d2=0.312 g=4.901
2/2 [==============================] - 0s 11ms/step
>70, 685/693, d1=0.313, d2=0.294 g=3.578
2/2 [==============================] - 0s 12ms/step
>70, 686/693, d1=0.588, d2=0.379 g=6.080
2/2 [==============================] - 0s 12ms/step
>70, 687/693, d1=0.421, d2=0.402 g=3.660
2/2 [==============================] - 0s 11ms/step
>70, 688/693, d1=0.379, d2=0.267 g=4.582
2/2 [==============================] - 0s 12ms/step
>70, 689/693, d1=0.441, d2=0.408 g=4.304
2/2 [==============================] - 0s 12ms/step
>70, 690/693, d1=0.454, d2=0.308 g=4.707
2/2 [==============================] - 0s 12ms/step
>70, 691/693, d1=0.320, d2=0.456 g=2.150
2/2 [==============================] - 0s 12ms/step
>70, 692/693, d1=0.349, d2=0.274 g=2.681
2/2 [==============================] - 0s 12ms/step
>70, 693/693, d1=0.793, d2=0.277 g=2.858
5/5 [==============================] - 0s 12ms/step
>Accuracy real: 87%, fake: 94%
WARNING:tensorflow:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.
2/2 [==============================] - 0s 36ms/step
>71, 1/693, d1=0.342, d2=0.379 g=4.686
2/2 [==============================] - 0s 14ms/step
>71, 2/693, d1=0.278, d2=0.328 g=5.897
2/2 [==============================] - 0s 12ms/step
>71, 3/693, d1=0.414, d2=0.384 g=3.885
2/2 [==============================] - 0s 12ms/step
>71, 4/693, d1=0.454, d2=0.248 g=3.887
2/2 [==============================] - 0s 12ms/step
>71, 5/693, d1=0.397, d2=0.314 g=3.232
2/2 [==============================] - 0s 12ms/step
>71, 6/693, d1=0.432, d2=0.329 g=4.343
2/2 [==============================] - 0s 12ms/step
>71, 7/693, d1=0.312, d2=0.414 g=4.970
2/2 [==============================] - 0s 12ms/step
>71, 8/693, d1=0.297, d2=0.258 g=3.475
2/2 [==============================] - 0s 11ms/step
>71, 9/693, d1=0.395, d2=0.354 g=3.078
2/2 [==============================] - 0s 13ms/step
>71, 10/693, d1=0.387, d2=0.347 g=2.777
2/2 [==============================] - 0s 11ms/step
>71, 11/693, d1=0.444, d2=0.354 g=4.073
2/2 [==============================] - 0s 12ms/step
>71, 12/693, d1=0.448, d2=0.290 g=3.516
2/2 [==============================] - 0s 12ms/step
>71, 13/693, d1=0.322, d2=0.254 g=5.613
2/2 [==============================] - 0s 11ms/step
>71, 14/693, d1=0.471, d2=0.351 g=5.847
2/2 [==============================] - 0s 12ms/step
>71, 15/693, d1=0.291, d2=0.430 g=2.999
2/2 [==============================] - 0s 11ms/step
>71, 16/693, d1=0.447, d2=0.323 g=3.841
2/2 [==============================] - 0s 11ms/step
>71, 17/693, d1=0.338, d2=0.394 g=4.638
2/2 [==============================] - 0s 12ms/step
>71, 18/693, d1=0.420, d2=0.206 g=6.769
2/2 [==============================] - 0s 11ms/step
>71, 19/693, d1=0.515, d2=0.282 g=4.941
2/2 [==============================] - 0s 15ms/step
>71, 20/693, d1=0.430, d2=0.354 g=4.924
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
>75, 331/693, d1=0.664, d2=0.311 g=4.227
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
>75, 334/693, d1=0.371, d2=0.355 g=3.281
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
>75, 336/693, d1=0.371, d2=0.304 g=3.683
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 10ms/step
>75, 355/693, d1=0.369, d2=0.391 g=3.265
2/2 [==============================] - 0s 13ms/step
>75, 356/693, d1=0.461, d2=0.373 g=4.376
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>75, 358/693, d1=0.401, d2=0.365 g=4.992
2/2 [==============================] - 0s 12ms/step
>75, 359/693, d1=0.587, d2=0.335 g=3.285
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
>75, 363/693, d1=0.435, d2=0.279 g=2.660
2/2 [==============================] - 0s 11ms/step
>75, 364/693, d1=0.390, d2=0.340 g=2.958
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
>75, 368/693, d1=0.397, d2=0.340 g=5.338
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
>75, 371/693, d1=0.603, d2=0.343 g=4.391
2/2 [==============================] - 0s 12ms/step
>75, 372/693, d1=0.259, d2=0.346 g=5.980
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
>75, 384/693, d1=0.529, d2=0.244 g=3.568
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
>75, 387/693, d1=0.276, d2=0.354 g=3.993
2/2 [==============================] - 0s 11ms/step
>75, 388/693, d1=0.342, d2=0.301 g=3.544
2/2 [==============================] - 0s 11ms/step
>75, 389/693, d1=0.640, d2=0.333 g=3.219
2/2 [==============================] - 0s 12ms/step
>75, 390/693, d1=0.398, d2=0.284 g=3.738
2/2 [==============================] - 0s 13ms/step
>75, 391/693, d1=0.494, d2=0.356 g=3.521
2/2 [==============================] - 0s 13ms/step
>75, 392/693, d1=0.393, d2=0.336 g=3.528
2/2 [==============================] - 0s 12ms/step
>75, 393/693, d1=0.463, d2=0.438 g=3.701
2/2 [==============================] - 0s 11ms/step
>75, 394/693, d1=0.376, d2=0.326 g=2.250
2/2 [==============================] - 0s 12ms/step
>75, 395/693, d1=0.392, d2=0.262 g=5.141
2/2 [==============================] - 0s 12ms/step
>75, 396/693, d1=0.366, d2=0.329 g=3.549
2/2 [==============================] - 0s 12ms/step
>75, 397/693, d1=0.399, d2=0.245 g=2.399
2/2 [==============================] - 0s 11ms/step
>75, 398/693, d1=0.481, d2=0.377 g=2.988
2/2 [==============================] - 0s 12ms/step
>75, 399/693, d1=0.405, d2=0.659 g=4.040
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
>75, 402/693, d1=0.415, d2=0.322 g=2.986
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
>75, 408/693, d1=0.552, d2=0.273 g=4.639
2/2 [==============================] - 0s 13ms/step
>75, 409/693, d1=0.424, d2=0.275 g=3.089
2/2 [==============================] - 0s 12ms/step
>75, 410/693, d1=0.491, d2=0.498 g=3.840
2/2 [==============================] - 0s 12ms/step
>75, 411/693, d1=0.332, d2=0.349 g=4.222
2/2 [==============================] - 0s 11ms/step
>75, 412/693, d1=0.374, d2=0.341 g=4.348
2/2 [==============================] - 0s 12ms/step
>75, 413/693, d1=0.387, d2=0.310 g=4.198
2/2 [==============================] - 0s 12ms/step
>75, 414/693, d1=0.520, d2=0.381 g=3.390
2/2 [==============================] - 0s 12ms/step
>75, 415/693, d1=0.480, d2=0.314 g=4.004
2/2 [==============================] - 0s 12ms/step
>75, 416/693, d1=0.378, d2=0.398 g=3.246
2/2 [==============================] - 0s 12ms/step
>75, 417/693, d1=0.296, d2=0.230 g=3.397
2/2 [==============================] - 0s 12ms/step
>75, 418/693, d1=0.324, d2=0.296 g=4.173
2/2 [==============================] - 0s 12ms/step
>75, 419/693, d1=0.431, d2=0.352 g=3.869
2/2 [==============================] - 0s 12ms/step
>75, 420/693, d1=0.521, d2=0.403 g=5.252
2/2 [==============================] - 0s 12ms/step
>75, 421/693, d1=0.339, d2=0.291 g=3.624
2/2 [==============================] - 0s 12ms/step
>75, 422/693, d1=0.461, d2=0.408 g=2.931
2/2 [==============================] - 0s 11ms/step
>75, 423/693, d1=0.356, d2=0.338 g=1.820
2/2 [==============================] - 0s 12ms/step
>75, 424/693, d1=0.369, d2=0.348 g=3.516
2/2 [==============================] - 0s 13ms/step
>75, 425/693, d1=0.373, d2=0.392 g=5.120
2/2 [==============================] - 0s 11ms/step
>75, 426/693, d1=0.437, d2=0.344 g=5.432
2/2 [==============================] - 0s 12ms/step
>75, 427/693, d1=0.465, d2=0.318 g=4.010
2/2 [==============================] - 0s 11ms/step
>75, 428/693, d1=0.526, d2=0.274 g=3.916
2/2 [==============================] - 0s 12ms/step
>75, 429/693, d1=0.272, d2=0.325 g=3.340
2/2 [==============================] - 0s 14ms/step
>75, 430/693, d1=0.345, d2=0.399 g=3.055
2/2 [==============================] - 0s 12ms/step
>75, 431/693, d1=0.569, d2=0.286 g=4.199
2/2 [==============================] - 0s 12ms/step
>75, 432/693, d1=0.340, d2=0.325 g=1.829
2/2 [==============================] - 0s 13ms/step
>75, 433/693, d1=0.485, d2=0.414 g=3.224
2/2 [==============================] - 0s 13ms/step
>75, 434/693, d1=0.352, d2=0.393 g=3.547
2/2 [==============================] - 0s 11ms/step
>75, 435/693, d1=0.476, d2=0.459 g=3.018
2/2 [==============================] - 0s 11ms/step
>75, 436/693, d1=0.374, d2=0.299 g=3.508
2/2 [==============================] - 0s 11ms/step
>75, 437/693, d1=0.296, d2=0.239 g=3.457
2/2 [==============================] - 0s 12ms/step
>75, 438/693, d1=0.422, d2=0.495 g=2.986
2/2 [==============================] - 0s 13ms/step
>75, 439/693, d1=0.333, d2=0.364 g=4.771
2/2 [==============================] - 0s 12ms/step
>75, 440/693, d1=0.431, d2=0.233 g=4.232
2/2 [==============================] - 0s 12ms/step
>75, 441/693, d1=0.501, d2=0.223 g=3.649
2/2 [==============================] - 0s 11ms/step
>75, 442/693, d1=0.383, d2=0.268 g=2.819
2/2 [==============================] - 0s 12ms/step
>75, 443/693, d1=0.391, d2=0.406 g=3.354
2/2 [==============================] - 0s 12ms/step
>75, 444/693, d1=0.508, d2=0.293 g=3.596
2/2 [==============================] - 0s 11ms/step
>75, 445/693, d1=0.515, d2=0.334 g=4.696
2/2 [==============================] - 0s 14ms/step
>75, 446/693, d1=0.435, d2=0.401 g=3.446
2/2 [==============================] - 0s 14ms/step
>75, 447/693, d1=0.396, d2=0.339 g=3.196
2/2 [==============================] - 0s 12ms/step
>75, 448/693, d1=0.368, d2=0.274 g=4.671
2/2 [==============================] - 0s 12ms/step
>75, 449/693, d1=0.318, d2=0.213 g=5.592
2/2 [==============================] - 0s 11ms/step
>75, 450/693, d1=0.543, d2=0.285 g=6.743
2/2 [==============================] - 0s 12ms/step
>75, 451/693, d1=0.295, d2=0.156 g=6.023
2/2 [==============================] - 0s 11ms/step
>75, 452/693, d1=0.333, d2=0.204 g=4.757
2/2 [==============================] - 0s 11ms/step
>75, 453/693, d1=0.179, d2=0.317 g=6.226
2/2 [==============================] - 0s 12ms/step
>75, 454/693, d1=0.178, d2=0.184 g=5.139
2/2 [==============================] - 0s 11ms/step
>75, 455/693, d1=0.260, d2=0.222 g=4.580
2/2 [==============================] - 0s 12ms/step
>75, 456/693, d1=0.233, d2=0.299 g=5.504
2/2 [==============================] - 0s 11ms/step
>75, 457/693, d1=0.265, d2=0.354 g=4.334
2/2 [==============================] - 0s 12ms/step
>75, 458/693, d1=0.366, d2=0.425 g=4.864
2/2 [==============================] - 0s 15ms/step
>75, 459/693, d1=0.255, d2=0.256 g=4.623
2/2 [==============================] - 0s 12ms/step
>75, 460/693, d1=0.534, d2=0.296 g=5.426
2/2 [==============================] - 0s 12ms/step
>75, 461/693, d1=0.319, d2=0.291 g=3.368
2/2 [==============================] - 0s 11ms/step
>75, 462/693, d1=0.398, d2=0.254 g=3.918
2/2 [==============================] - 0s 14ms/step
>75, 463/693, d1=0.523, d2=0.234 g=4.132
2/2 [==============================] - 0s 12ms/step
>75, 464/693, d1=0.539, d2=0.350 g=3.906
2/2 [==============================] - 0s 12ms/step
>75, 465/693, d1=0.313, d2=0.271 g=3.567
2/2 [==============================] - 0s 12ms/step
>75, 466/693, d1=0.418, d2=0.342 g=3.199
2/2 [==============================] - 0s 14ms/step
>75, 467/693, d1=0.235, d2=0.218 g=5.531
2/2 [==============================] - 0s 13ms/step
>75, 468/693, d1=0.379, d2=0.247 g=3.252
2/2 [==============================] - 0s 12ms/step
>75, 469/693, d1=0.450, d2=0.226 g=2.617
2/2 [==============================] - 0s 11ms/step
>75, 470/693, d1=0.298, d2=0.482 g=4.459
2/2 [==============================] - 0s 13ms/step
>75, 471/693, d1=0.490, d2=0.292 g=4.236
2/2 [==============================] - 0s 13ms/step
>75, 472/693, d1=0.434, d2=0.373 g=4.346
2/2 [==============================] - 0s 12ms/step
>75, 473/693, d1=0.353, d2=0.298 g=3.954
2/2 [==============================] - 0s 11ms/step
>75, 474/693, d1=0.336, d2=0.398 g=4.884
2/2 [==============================] - 0s 12ms/step
>75, 475/693, d1=0.276, d2=0.281 g=2.961
2/2 [==============================] - 0s 12ms/step
>75, 476/693, d1=0.485, d2=0.299 g=3.565
2/2 [==============================] - 0s 12ms/step
>75, 477/693, d1=0.331, d2=0.337 g=3.419
2/2 [==============================] - 0s 11ms/step
>75, 478/693, d1=0.396, d2=0.339 g=3.411
2/2 [==============================] - 0s 11ms/step
>75, 479/693, d1=0.492, d2=0.328 g=4.651
2/2 [==============================] - 0s 13ms/step
>75, 480/693, d1=0.373, d2=0.297 g=4.276
2/2 [==============================] - 0s 13ms/step
>75, 481/693, d1=0.476, d2=0.379 g=5.200
2/2 [==============================] - 0s 12ms/step
>75, 482/693, d1=0.486, d2=0.276 g=3.539
2/2 [==============================] - 0s 11ms/step
>75, 483/693, d1=0.355, d2=0.371 g=2.693
2/2 [==============================] - 0s 11ms/step
>75, 484/693, d1=0.370, d2=0.257 g=2.867
2/2 [==============================] - 0s 10ms/step
>75, 485/693, d1=0.262, d2=0.272 g=4.488
2/2 [==============================] - 0s 13ms/step
>75, 486/693, d1=0.466, d2=0.275 g=2.978
2/2 [==============================] - 0s 12ms/step
>75, 487/693, d1=0.415, d2=0.306 g=2.776
2/2 [==============================] - 0s 13ms/step
>75, 488/693, d1=0.240, d2=0.420 g=2.299
2/2 [==============================] - 0s 12ms/step
>75, 489/693, d1=0.316, d2=0.209 g=3.645
2/2 [==============================] - 0s 12ms/step
>75, 490/693, d1=0.488, d2=0.226 g=2.319
2/2 [==============================] - 0s 12ms/step
>75, 491/693, d1=0.308, d2=0.360 g=3.310
2/2 [==============================] - 0s 13ms/step
>75, 492/693, d1=0.426, d2=0.400 g=3.699
2/2 [==============================] - 0s 12ms/step
>75, 493/693, d1=0.420, d2=0.318 g=4.831
2/2 [==============================] - 0s 13ms/step
>75, 494/693, d1=0.510, d2=0.327 g=3.271
2/2 [==============================] - 0s 12ms/step
>75, 495/693, d1=0.428, d2=0.287 g=3.454
2/2 [==============================] - 0s 12ms/step
>75, 496/693, d1=0.481, d2=0.375 g=4.356
2/2 [==============================] - 0s 12ms/step
>75, 497/693, d1=0.229, d2=0.289 g=3.478
2/2 [==============================] - 0s 12ms/step
>75, 498/693, d1=0.341, d2=0.330 g=3.696
2/2 [==============================] - 0s 11ms/step
>75, 499/693, d1=0.373, d2=0.251 g=4.496
2/2 [==============================] - 0s 10ms/step
>75, 500/693, d1=0.340, d2=0.293 g=4.715
2/2 [==============================] - 0s 12ms/step
>75, 501/693, d1=0.489, d2=0.383 g=2.928
2/2 [==============================] - 0s 12ms/step
>75, 502/693, d1=0.461, d2=0.334 g=4.513
2/2 [==============================] - 0s 12ms/step
>75, 503/693, d1=0.539, d2=0.269 g=3.760
2/2 [==============================] - 0s 12ms/step
>75, 504/693, d1=0.368, d2=0.319 g=4.447
2/2 [==============================] - 0s 11ms/step
>75, 505/693, d1=0.309, d2=0.335 g=5.051
2/2 [==============================] - 0s 12ms/step
>75, 506/693, d1=0.338, d2=0.257 g=3.597
2/2 [==============================] - 0s 13ms/step
>75, 507/693, d1=0.253, d2=0.379 g=3.921
2/2 [==============================] - 0s 11ms/step
>75, 508/693, d1=0.540, d2=0.232 g=4.683
2/2 [==============================] - 0s 11ms/step
>75, 509/693, d1=0.400, d2=0.452 g=3.420
2/2 [==============================] - 0s 11ms/step
>75, 510/693, d1=0.488, d2=0.366 g=3.485
2/2 [==============================] - 0s 12ms/step
>75, 511/693, d1=0.415, d2=0.444 g=4.595
2/2 [==============================] - 0s 13ms/step
>75, 512/693, d1=0.456, d2=0.371 g=2.751
2/2 [==============================] - 0s 12ms/step
>75, 513/693, d1=0.422, d2=0.223 g=4.390
2/2 [==============================] - 0s 12ms/step
>75, 514/693, d1=0.592, d2=0.342 g=3.531
2/2 [==============================] - 0s 12ms/step
>75, 515/693, d1=0.345, d2=0.313 g=3.804
2/2 [==============================] - 0s 11ms/step
>75, 516/693, d1=0.370, d2=0.375 g=3.181
2/2 [==============================] - 0s 11ms/step
>75, 517/693, d1=0.348, d2=0.314 g=3.594
2/2 [==============================] - 0s 12ms/step
>75, 518/693, d1=0.541, d2=0.335 g=3.579
2/2 [==============================] - 0s 11ms/step
>75, 519/693, d1=0.444, d2=0.486 g=3.596
2/2 [==============================] - 0s 10ms/step
>75, 520/693, d1=0.441, d2=0.336 g=5.724
2/2 [==============================] - 0s 12ms/step
>75, 521/693, d1=0.425, d2=0.230 g=3.766
2/2 [==============================] - 0s 11ms/step
>75, 522/693, d1=0.380, d2=0.303 g=4.584
2/2 [==============================] - 0s 12ms/step
>75, 523/693, d1=0.475, d2=0.341 g=4.960
2/2 [==============================] - 0s 12ms/step
>75, 524/693, d1=0.515, d2=0.349 g=3.252
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
>76, 1/693, d1=0.376, d2=0.360 g=3.121
2/2 [==============================] - 0s 12ms/step
>76, 2/693, d1=0.462, d2=0.325 g=3.811
2/2 [==============================] - 0s 12ms/step
>76, 3/693, d1=0.295, d2=0.322 g=3.577
2/2 [==============================] - 0s 11ms/step
>76, 4/693, d1=0.332, d2=0.401 g=2.060
2/2 [==============================] - 0s 12ms/step
>76, 5/693, d1=0.390, d2=0.375 g=3.280
2/2 [==============================] - 0s 11ms/step
>76, 6/693, d1=0.372, d2=0.266 g=3.164
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
>76, 8/693, d1=0.350, d2=0.270 g=3.993
2/2 [==============================] - 0s 11ms/step
>76, 9/693, d1=0.576, d2=0.255 g=5.000
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
>76, 17/693, d1=0.266, d2=0.239 g=3.861
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
>80, 525/693, d1=0.285, d2=0.310 g=3.729
2/2 [==============================] - 0s 12ms/step
>80, 526/693, d1=0.471, d2=0.316 g=3.584
2/2 [==============================] - 0s 12ms/step
>80, 527/693, d1=0.360, d2=0.292 g=3.642
2/2 [==============================] - 0s 12ms/step
>80, 528/693, d1=0.517, d2=0.438 g=3.449
2/2 [==============================] - 0s 11ms/step
>80, 529/693, d1=0.457, d2=0.327 g=3.153
2/2 [==============================] - 0s 13ms/step
>80, 530/693, d1=0.332, d2=0.338 g=2.541
2/2 [==============================] - 0s 15ms/step
>80, 531/693, d1=0.452, d2=0.229 g=3.139
2/2 [==============================] - 0s 13ms/step
>80, 532/693, d1=0.336, d2=0.309 g=3.233
2/2 [==============================] - 0s 12ms/step
>80, 533/693, d1=0.358, d2=0.356 g=2.899
2/2 [==============================] - 0s 12ms/step
>80, 534/693, d1=0.424, d2=0.242 g=2.669
2/2 [==============================] - 0s 12ms/step
>80, 535/693, d1=0.342, d2=0.375 g=3.874
2/2 [==============================] - 0s 12ms/step
>80, 536/693, d1=0.475, d2=0.384 g=3.122
2/2 [==============================] - 0s 12ms/step
>80, 537/693, d1=0.348, d2=0.370 g=3.855
2/2 [==============================] - 0s 13ms/step
>80, 538/693, d1=0.421, d2=0.319 g=2.495
2/2 [==============================] - 0s 12ms/step
>80, 539/693, d1=0.450, d2=0.298 g=4.364
2/2 [==============================] - 0s 12ms/step
>80, 540/693, d1=0.467, d2=0.268 g=2.652
2/2 [==============================] - 0s 13ms/step
>80, 541/693, d1=0.396, d2=0.386 g=2.755
2/2 [==============================] - 0s 12ms/step
>80, 542/693, d1=0.211, d2=0.271 g=4.637
2/2 [==============================] - 0s 13ms/step
>80, 543/693, d1=0.500, d2=0.308 g=3.098
2/2 [==============================] - 0s 11ms/step
>80, 544/693, d1=0.420, d2=0.332 g=3.431
2/2 [==============================] - 0s 12ms/step
>80, 545/693, d1=0.354, d2=0.277 g=3.175
2/2 [==============================] - 0s 12ms/step
>80, 546/693, d1=0.507, d2=0.297 g=4.630
2/2 [==============================] - 0s 13ms/step
>80, 547/693, d1=0.469, d2=0.385 g=4.481
2/2 [==============================] - 0s 13ms/step
>80, 548/693, d1=0.530, d2=0.365 g=3.627
2/2 [==============================] - 0s 13ms/step
>80, 549/693, d1=0.311, d2=0.362 g=4.398
2/2 [==============================] - 0s 12ms/step
>80, 550/693, d1=0.449, d2=0.337 g=3.771
2/2 [==============================] - 0s 11ms/step
>80, 551/693, d1=0.550, d2=0.412 g=4.095
2/2 [==============================] - 0s 12ms/step
>80, 552/693, d1=0.299, d2=0.537 g=3.632
2/2 [==============================] - 0s 11ms/step
>80, 553/693, d1=0.490, d2=0.251 g=3.299
2/2 [==============================] - 0s 12ms/step
>80, 554/693, d1=0.408, d2=0.383 g=3.180
2/2 [==============================] - 0s 11ms/step
>80, 555/693, d1=0.332, d2=0.299 g=3.209
2/2 [==============================] - 0s 11ms/step
>80, 556/693, d1=0.256, d2=0.359 g=2.707
2/2 [==============================] - 0s 11ms/step
>80, 557/693, d1=0.319, d2=0.380 g=3.841
2/2 [==============================] - 0s 14ms/step
>80, 558/693, d1=0.468, d2=0.273 g=4.400
2/2 [==============================] - 0s 11ms/step
>80, 559/693, d1=0.440, d2=0.372 g=3.689
2/2 [==============================] - 0s 11ms/step
>80, 560/693, d1=0.546, d2=0.274 g=3.134
2/2 [==============================] - 0s 11ms/step
>80, 561/693, d1=0.404, d2=0.321 g=2.402
2/2 [==============================] - 0s 11ms/step
>80, 562/693, d1=0.434, d2=0.281 g=2.145
2/2 [==============================] - 0s 12ms/step
>80, 563/693, d1=0.377, d2=0.391 g=2.966
2/2 [==============================] - 0s 11ms/step
>80, 564/693, d1=0.411, d2=0.393 g=4.320
2/2 [==============================] - 0s 12ms/step
>80, 565/693, d1=0.470, d2=0.338 g=4.231
2/2 [==============================] - 0s 11ms/step
>80, 566/693, d1=0.332, d2=0.266 g=3.333
2/2 [==============================] - 0s 12ms/step
>80, 567/693, d1=0.376, d2=0.303 g=2.700
2/2 [==============================] - 0s 13ms/step
>80, 568/693, d1=0.569, d2=0.525 g=3.690
2/2 [==============================] - 0s 12ms/step
>80, 569/693, d1=0.504, d2=0.321 g=3.091
2/2 [==============================] - 0s 11ms/step
>80, 570/693, d1=0.537, d2=0.256 g=3.218
2/2 [==============================] - 0s 12ms/step
>80, 571/693, d1=0.341, d2=0.310 g=2.853
2/2 [==============================] - 0s 12ms/step
>80, 572/693, d1=0.411, d2=0.375 g=2.574
2/2 [==============================] - 0s 13ms/step
>80, 573/693, d1=0.312, d2=0.370 g=3.016
2/2 [==============================] - 0s 12ms/step
>80, 574/693, d1=0.423, d2=0.281 g=4.044
2/2 [==============================] - 0s 11ms/step
>80, 575/693, d1=0.516, d2=0.322 g=4.201
2/2 [==============================] - 0s 11ms/step
>80, 576/693, d1=0.361, d2=0.350 g=2.279
2/2 [==============================] - 0s 12ms/step
>80, 577/693, d1=0.493, d2=0.383 g=2.694
2/2 [==============================] - 0s 12ms/step
>80, 578/693, d1=0.445, d2=0.344 g=3.018
2/2 [==============================] - 0s 11ms/step
>80, 579/693, d1=0.471, d2=0.363 g=3.015
2/2 [==============================] - 0s 12ms/step
>80, 580/693, d1=0.495, d2=0.328 g=2.624
2/2 [==============================] - 0s 12ms/step
>80, 581/693, d1=0.336, d2=0.269 g=2.756
2/2 [==============================] - 0s 12ms/step
>80, 582/693, d1=0.277, d2=0.272 g=2.830
2/2 [==============================] - 0s 11ms/step
>80, 583/693, d1=0.271, d2=0.386 g=3.313
2/2 [==============================] - 0s 11ms/step
>80, 584/693, d1=0.333, d2=0.248 g=3.830
2/2 [==============================] - 0s 14ms/step
>80, 585/693, d1=0.424, d2=0.271 g=2.580
2/2 [==============================] - 0s 12ms/step
>80, 586/693, d1=0.320, d2=0.266 g=4.676
2/2 [==============================] - 0s 12ms/step
>80, 587/693, d1=0.369, d2=0.265 g=2.932
2/2 [==============================] - 0s 11ms/step
>80, 588/693, d1=0.468, d2=0.263 g=2.843
2/2 [==============================] - 0s 13ms/step
>80, 589/693, d1=0.363, d2=0.299 g=3.666
2/2 [==============================] - 0s 12ms/step
>80, 590/693, d1=0.439, d2=0.353 g=3.282
2/2 [==============================] - 0s 12ms/step
>80, 591/693, d1=0.329, d2=0.292 g=3.912
2/2 [==============================] - 0s 12ms/step
>80, 592/693, d1=0.414, d2=0.320 g=2.147
2/2 [==============================] - 0s 11ms/step
>80, 593/693, d1=0.516, d2=0.304 g=3.011
2/2 [==============================] - 0s 12ms/step
>80, 594/693, d1=0.345, d2=0.366 g=4.396
2/2 [==============================] - 0s 11ms/step
>80, 595/693, d1=0.380, d2=0.401 g=3.685
2/2 [==============================] - 0s 11ms/step
>80, 596/693, d1=0.461, d2=0.302 g=3.505
2/2 [==============================] - 0s 11ms/step
>80, 597/693, d1=0.525, d2=0.333 g=3.633
2/2 [==============================] - 0s 12ms/step
>80, 598/693, d1=0.358, d2=0.424 g=2.538
2/2 [==============================] - 0s 11ms/step
>80, 599/693, d1=0.432, d2=0.293 g=3.154
2/2 [==============================] - 0s 12ms/step
>80, 600/693, d1=0.435, d2=0.597 g=4.428
2/2 [==============================] - 0s 12ms/step
>80, 601/693, d1=0.515, d2=0.221 g=4.104
2/2 [==============================] - 0s 12ms/step
>80, 602/693, d1=0.370, d2=0.309 g=5.204
2/2 [==============================] - 0s 12ms/step
>80, 603/693, d1=0.440, d2=0.369 g=3.873
2/2 [==============================] - 0s 12ms/step
>80, 604/693, d1=0.272, d2=0.326 g=3.313
2/2 [==============================] - 0s 12ms/step
>80, 605/693, d1=0.546, d2=0.430 g=3.967
2/2 [==============================] - 0s 11ms/step
>80, 606/693, d1=0.392, d2=0.386 g=2.812
2/2 [==============================] - 0s 12ms/step
>80, 607/693, d1=0.419, d2=0.327 g=3.900
2/2 [==============================] - 0s 11ms/step
>80, 608/693, d1=0.449, d2=0.430 g=3.951
2/2 [==============================] - 0s 12ms/step
>80, 609/693, d1=0.387, d2=0.344 g=3.150
2/2 [==============================] - 0s 12ms/step
>80, 610/693, d1=0.339, d2=0.342 g=1.798
2/2 [==============================] - 0s 12ms/step
>80, 611/693, d1=0.360, d2=0.418 g=3.968
2/2 [==============================] - 0s 12ms/step
>80, 612/693, d1=0.387, d2=0.289 g=3.892
2/2 [==============================] - 0s 12ms/step
>80, 613/693, d1=0.433, d2=0.255 g=2.962
2/2 [==============================] - 0s 12ms/step
>80, 614/693, d1=0.462, d2=0.344 g=3.746
2/2 [==============================] - 0s 12ms/step
>80, 615/693, d1=0.302, d2=0.355 g=5.384
2/2 [==============================] - 0s 12ms/step
>80, 616/693, d1=0.403, d2=0.323 g=3.800
2/2 [==============================] - 0s 12ms/step
>80, 617/693, d1=0.381, d2=0.317 g=3.766
2/2 [==============================] - 0s 11ms/step
>80, 618/693, d1=0.400, d2=0.267 g=3.842
2/2 [==============================] - 0s 12ms/step
>80, 619/693, d1=0.541, d2=0.378 g=3.879
2/2 [==============================] - 0s 11ms/step
>80, 620/693, d1=0.394, d2=0.489 g=4.097
2/2 [==============================] - 0s 11ms/step
>80, 621/693, d1=0.422, d2=0.397 g=2.056
2/2 [==============================] - 0s 11ms/step
>80, 622/693, d1=0.368, d2=0.317 g=3.264
2/2 [==============================] - 0s 12ms/step
>80, 623/693, d1=0.449, d2=0.298 g=3.508
2/2 [==============================] - 0s 11ms/step
>80, 624/693, d1=0.340, d2=0.375 g=3.065
2/2 [==============================] - 0s 12ms/step
>80, 625/693, d1=0.442, d2=0.386 g=2.979
2/2 [==============================] - 0s 13ms/step
>80, 626/693, d1=0.269, d2=0.311 g=4.499
2/2 [==============================] - 0s 12ms/step
>80, 627/693, d1=0.353, d2=0.275 g=4.599
2/2 [==============================] - 0s 11ms/step
>80, 628/693, d1=0.324, d2=0.317 g=3.045
2/2 [==============================] - 0s 11ms/step
>80, 629/693, d1=0.410, d2=0.427 g=3.103
2/2 [==============================] - 0s 12ms/step
>80, 630/693, d1=0.351, d2=0.311 g=3.805
2/2 [==============================] - 0s 12ms/step
>80, 631/693, d1=0.497, d2=0.340 g=3.893
2/2 [==============================] - 0s 12ms/step
>80, 632/693, d1=0.402, d2=0.291 g=3.247
2/2 [==============================] - 0s 12ms/step
>80, 633/693, d1=0.382, d2=0.283 g=4.795
2/2 [==============================] - 0s 11ms/step
>80, 634/693, d1=0.355, d2=0.285 g=4.137
2/2 [==============================] - 0s 11ms/step
>80, 635/693, d1=0.433, d2=0.241 g=2.813
2/2 [==============================] - 0s 11ms/step
>80, 636/693, d1=0.366, d2=0.417 g=4.176
2/2 [==============================] - 0s 11ms/step
>80, 637/693, d1=0.362, d2=0.257 g=4.084
2/2 [==============================] - 0s 11ms/step
>80, 638/693, d1=0.462, d2=0.361 g=2.856
2/2 [==============================] - 0s 12ms/step
>80, 639/693, d1=0.284, d2=0.294 g=3.568
2/2 [==============================] - 0s 12ms/step
>80, 640/693, d1=0.338, d2=0.479 g=3.306
2/2 [==============================] - 0s 12ms/step
>80, 641/693, d1=0.370, d2=0.258 g=3.221
2/2 [==============================] - 0s 12ms/step
>80, 642/693, d1=0.400, d2=0.315 g=3.180
2/2 [==============================] - 0s 11ms/step
>80, 643/693, d1=0.399, d2=0.306 g=3.185
2/2 [==============================] - 0s 12ms/step
>80, 644/693, d1=0.320, d2=0.253 g=2.261
2/2 [==============================] - 0s 11ms/step
>80, 645/693, d1=0.524, d2=0.250 g=2.413
2/2 [==============================] - 0s 11ms/step
>80, 646/693, d1=0.370, d2=0.389 g=3.629
2/2 [==============================] - 0s 11ms/step
>80, 647/693, d1=0.283, d2=0.303 g=4.000
2/2 [==============================] - 0s 12ms/step
>80, 648/693, d1=0.388, d2=0.310 g=3.036
2/2 [==============================] - 0s 12ms/step
>80, 649/693, d1=0.378, d2=0.331 g=3.255
2/2 [==============================] - 0s 12ms/step
>80, 650/693, d1=0.472, d2=0.314 g=3.655
2/2 [==============================] - 0s 12ms/step
>80, 651/693, d1=0.550, d2=0.362 g=3.221
2/2 [==============================] - 0s 11ms/step
>80, 652/693, d1=0.358, d2=0.386 g=5.013
2/2 [==============================] - 0s 12ms/step
>80, 653/693, d1=0.395, d2=0.371 g=3.051
2/2 [==============================] - 0s 12ms/step
>80, 654/693, d1=0.247, d2=0.280 g=4.137
2/2 [==============================] - 0s 12ms/step
>80, 655/693, d1=0.320, d2=0.301 g=2.700
2/2 [==============================] - 0s 12ms/step
>80, 656/693, d1=0.336, d2=0.252 g=4.452
2/2 [==============================] - 0s 12ms/step
>80, 657/693, d1=0.422, d2=0.276 g=4.704
2/2 [==============================] - 0s 12ms/step
>80, 658/693, d1=0.440, d2=0.422 g=3.621
2/2 [==============================] - 0s 11ms/step
>80, 659/693, d1=0.377, d2=0.337 g=2.899
2/2 [==============================] - 0s 11ms/step
>80, 660/693, d1=0.329, d2=0.230 g=2.925
2/2 [==============================] - 0s 11ms/step
>80, 661/693, d1=0.439, d2=0.379 g=3.531
2/2 [==============================] - 0s 12ms/step
>80, 662/693, d1=0.421, d2=0.317 g=3.263
2/2 [==============================] - 0s 11ms/step
>80, 663/693, d1=0.422, d2=0.300 g=3.150
2/2 [==============================] - 0s 12ms/step
>80, 664/693, d1=0.333, d2=0.304 g=3.654
2/2 [==============================] - 0s 11ms/step
>80, 665/693, d1=0.385, d2=0.439 g=3.585
2/2 [==============================] - 0s 12ms/step
>80, 666/693, d1=0.533, d2=0.307 g=3.711
2/2 [==============================] - 0s 12ms/step
>80, 667/693, d1=0.394, d2=0.406 g=3.855
2/2 [==============================] - 0s 12ms/step
>80, 668/693, d1=0.395, d2=0.349 g=3.991
2/2 [==============================] - 0s 11ms/step
>80, 669/693, d1=0.411, d2=0.309 g=2.481
2/2 [==============================] - 0s 12ms/step
>80, 670/693, d1=0.303, d2=0.277 g=3.652
2/2 [==============================] - 0s 12ms/step
>80, 671/693, d1=0.363, d2=0.299 g=2.918
2/2 [==============================] - 0s 12ms/step
>80, 672/693, d1=0.304, d2=0.288 g=4.331
2/2 [==============================] - 0s 11ms/step
>80, 673/693, d1=0.611, d2=0.332 g=2.674
2/2 [==============================] - 0s 12ms/step
>80, 674/693, d1=0.425, d2=0.359 g=3.473
2/2 [==============================] - 0s 12ms/step
>80, 675/693, d1=0.403, d2=0.414 g=4.693
2/2 [==============================] - 0s 12ms/step
>80, 676/693, d1=0.543, d2=0.328 g=4.761
2/2 [==============================] - 0s 11ms/step
>80, 677/693, d1=0.412, d2=0.370 g=3.831
2/2 [==============================] - 0s 12ms/step
>80, 678/693, d1=0.523, d2=0.350 g=4.072
2/2 [==============================] - 0s 12ms/step
>80, 679/693, d1=0.425, d2=0.242 g=3.605
2/2 [==============================] - 0s 12ms/step
>80, 680/693, d1=0.346, d2=0.483 g=3.084
2/2 [==============================] - 0s 12ms/step
>80, 681/693, d1=0.401, d2=0.298 g=3.698
2/2 [==============================] - 0s 11ms/step
>80, 682/693, d1=0.353, d2=0.319 g=3.123
2/2 [==============================] - 0s 12ms/step
>80, 683/693, d1=0.538, d2=0.316 g=2.242
2/2 [==============================] - 0s 12ms/step
>80, 684/693, d1=0.282, d2=0.400 g=3.869
2/2 [==============================] - 0s 12ms/step
>80, 685/693, d1=0.468, d2=0.338 g=2.446
2/2 [==============================] - 0s 12ms/step
>80, 686/693, d1=0.370, d2=0.311 g=3.981
2/2 [==============================] - 0s 12ms/step
>80, 687/693, d1=0.370, d2=0.270 g=3.072
2/2 [==============================] - 0s 11ms/step
>80, 688/693, d1=0.474, d2=0.241 g=3.457
2/2 [==============================] - 0s 13ms/step
>80, 689/693, d1=0.305, d2=0.270 g=2.541
2/2 [==============================] - 0s 15ms/step
>80, 690/693, d1=0.366, d2=0.303 g=3.937
2/2 [==============================] - 0s 12ms/step
>80, 691/693, d1=0.329, d2=0.353 g=2.977
2/2 [==============================] - 0s 11ms/step
>80, 692/693, d1=0.480, d2=0.273 g=5.245
2/2 [==============================] - 0s 13ms/step
>80, 693/693, d1=0.307, d2=0.326 g=4.186
5/5 [==============================] - 0s 12ms/step
>Accuracy real: 80%, fake: 93%
WARNING:tensorflow:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.
2/2 [==============================] - 0s 30ms/step
>81, 1/693, d1=0.344, d2=0.340 g=3.013
2/2 [==============================] - 0s 14ms/step
>81, 2/693, d1=0.429, d2=0.295 g=2.778
2/2 [==============================] - 0s 12ms/step
>81, 3/693, d1=0.453, d2=0.304 g=4.064
2/2 [==============================] - 0s 11ms/step
>81, 4/693, d1=0.261, d2=0.354 g=4.547
2/2 [==============================] - 0s 13ms/step
>81, 5/693, d1=0.571, d2=0.331 g=3.705
2/2 [==============================] - 0s 13ms/step
>81, 6/693, d1=0.409, d2=0.336 g=3.804
2/2 [==============================] - 0s 12ms/step
>81, 7/693, d1=0.343, d2=0.347 g=2.944
2/2 [==============================] - 0s 12ms/step
>81, 8/693, d1=0.421, d2=0.335 g=4.430
2/2 [==============================] - 0s 12ms/step
>81, 9/693, d1=0.325, d2=0.333 g=4.420
2/2 [==============================] - 0s 11ms/step
>81, 10/693, d1=0.482, d2=0.334 g=3.967
2/2 [==============================] - 0s 12ms/step
>81, 11/693, d1=0.385, d2=0.340 g=2.989
2/2 [==============================] - 0s 11ms/step
>81, 12/693, d1=0.537, d2=0.251 g=2.949
2/2 [==============================] - 0s 13ms/step
>81, 13/693, d1=0.361, d2=0.344 g=2.677
2/2 [==============================] - 0s 12ms/step
>81, 14/693, d1=0.428, d2=0.361 g=3.716
2/2 [==============================] - 0s 12ms/step
>81, 15/693, d1=0.356, d2=0.311 g=2.672
2/2 [==============================] - 0s 12ms/step
>81, 16/693, d1=0.511, d2=0.297 g=4.218
2/2 [==============================] - 0s 12ms/step
>81, 17/693, d1=0.586, d2=0.264 g=3.100
2/2 [==============================] - 0s 11ms/step
>81, 18/693, d1=0.346, d2=0.277 g=3.171
2/2 [==============================] - 0s 12ms/step
>81, 19/693, d1=0.428, d2=0.468 g=4.083
2/2 [==============================] - 0s 12ms/step
>81, 20/693, d1=0.389, d2=0.313 g=3.555
2/2 [==============================] - 0s 12ms/step
>81, 21/693, d1=0.334, d2=0.257 g=4.311
2/2 [==============================] - 0s 11ms/step
>81, 22/693, d1=0.348, d2=0.312 g=2.218
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
>85, 446/693, d1=0.349, d2=0.536 g=4.486
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
>85, 448/693, d1=0.364, d2=0.290 g=4.771
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
>85, 450/693, d1=0.388, d2=0.293 g=2.314
2/2 [==============================] - 0s 11ms/step
>85, 451/693, d1=0.322, d2=0.421 g=5.661
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
>85, 454/693, d1=0.412, d2=0.341 g=4.728
2/2 [==============================] - 0s 11ms/step
>85, 455/693, d1=0.387, d2=0.320 g=3.035
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>85, 457/693, d1=0.433, d2=0.238 g=6.581
2/2 [==============================] - 0s 13ms/step
>85, 458/693, d1=0.422, d2=0.342 g=5.362
2/2 [==============================] - 0s 12ms/step
>85, 459/693, d1=0.369, d2=0.321 g=4.732
2/2 [==============================] - 0s 11ms/step
>85, 460/693, d1=0.211, d2=0.293 g=3.991
2/2 [==============================] - 0s 11ms/step
>85, 461/693, d1=0.341, d2=0.233 g=5.158
2/2 [==============================] - 0s 11ms/step
>85, 462/693, d1=0.383, d2=0.328 g=4.138
2/2 [==============================] - 0s 12ms/step
>85, 463/693, d1=0.390, d2=0.349 g=3.915
2/2 [==============================] - 0s 11ms/step
>85, 464/693, d1=0.316, d2=0.268 g=5.798
2/2 [==============================] - 0s 13ms/step
>85, 465/693, d1=0.427, d2=0.261 g=3.956
2/2 [==============================] - 0s 13ms/step
>85, 466/693, d1=0.383, d2=0.442 g=8.960
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
>85, 468/693, d1=0.362, d2=0.269 g=5.847
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
>85, 473/693, d1=0.447, d2=0.370 g=5.768
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>85, 486/693, d1=0.391, d2=0.398 g=5.318
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
>85, 495/693, d1=0.369, d2=0.321 g=3.966
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
>85, 501/693, d1=0.362, d2=0.388 g=10.052
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
>85, 503/693, d1=0.428, d2=0.294 g=3.775
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
>85, 518/693, d1=0.351, d2=0.423 g=4.877
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 22ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
>85, 523/693, d1=0.406, d2=0.212 g=5.902
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
>90, 3/693, d1=0.382, d2=0.329 g=3.496
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
>90, 6/693, d1=0.362, d2=0.311 g=3.841
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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>90, 332/693, d1=0.446, d2=0.379 g=3.092
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
>90, 422/693, d1=0.395, d2=0.287 g=3.958
2/2 [==============================] - 0s 11ms/step
>90, 423/693, d1=0.451, d2=0.230 g=3.666
2/2 [==============================] - 0s 12ms/step
>90, 424/693, d1=0.383, d2=0.334 g=4.463
2/2 [==============================] - 0s 12ms/step
>90, 425/693, d1=0.448, d2=0.396 g=3.937
2/2 [==============================] - 0s 14ms/step
>90, 426/693, d1=0.302, d2=0.347 g=4.411
2/2 [==============================] - 0s 12ms/step
>90, 427/693, d1=0.391, d2=0.271 g=3.710
2/2 [==============================] - 0s 12ms/step
>90, 428/693, d1=0.501, d2=0.428 g=3.428
2/2 [==============================] - 0s 13ms/step
>90, 429/693, d1=0.385, d2=0.243 g=4.897
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
>90, 432/693, d1=0.406, d2=0.379 g=3.354
2/2 [==============================] - 0s 12ms/step
>90, 433/693, d1=0.554, d2=0.384 g=1.997
2/2 [==============================] - 0s 12ms/step
>90, 434/693, d1=0.476, d2=0.360 g=3.381
2/2 [==============================] - 0s 11ms/step
>90, 435/693, d1=0.291, d2=0.314 g=4.562
2/2 [==============================] - 0s 13ms/step
>90, 436/693, d1=0.369, d2=0.305 g=4.937
2/2 [==============================] - 0s 13ms/step
>90, 437/693, d1=0.350, d2=0.280 g=5.330
2/2 [==============================] - 0s 11ms/step
>90, 438/693, d1=0.394, d2=0.276 g=4.506
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
>90, 441/693, d1=0.404, d2=0.347 g=5.326
2/2 [==============================] - 0s 13ms/step
>90, 442/693, d1=0.463, d2=0.284 g=3.693
2/2 [==============================] - 0s 12ms/step
>90, 443/693, d1=0.478, d2=0.445 g=3.340
2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 12ms/step
>90, 445/693, d1=0.523, d2=0.297 g=3.151
2/2 [==============================] - 0s 12ms/step
>90, 446/693, d1=0.277, d2=0.245 g=2.266
2/2 [==============================] - 0s 12ms/step
>90, 447/693, d1=0.424, d2=0.415 g=3.555
2/2 [==============================] - 0s 12ms/step
>90, 448/693, d1=0.434, d2=0.374 g=3.747
2/2 [==============================] - 0s 10ms/step
>90, 449/693, d1=0.466, d2=0.397 g=6.095
2/2 [==============================] - 0s 13ms/step
>90, 450/693, d1=0.435, d2=0.386 g=3.120
2/2 [==============================] - 0s 12ms/step
>90, 451/693, d1=0.325, d2=0.258 g=3.552
2/2 [==============================] - 0s 12ms/step
>90, 452/693, d1=0.440, d2=0.345 g=2.867
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
>90, 454/693, d1=0.305, d2=0.326 g=3.871
2/2 [==============================] - 0s 12ms/step
>90, 455/693, d1=0.336, d2=0.291 g=3.940
2/2 [==============================] - 0s 11ms/step
>90, 456/693, d1=0.377, d2=0.300 g=2.818
2/2 [==============================] - 0s 11ms/step
>90, 457/693, d1=0.379, d2=0.272 g=4.554
2/2 [==============================] - 0s 12ms/step
>90, 458/693, d1=0.442, d2=0.362 g=3.642
2/2 [==============================] - 0s 12ms/step
>90, 459/693, d1=0.297, d2=0.291 g=3.383
2/2 [==============================] - 0s 12ms/step
>90, 460/693, d1=0.425, d2=0.337 g=3.233
2/2 [==============================] - 0s 12ms/step
>90, 461/693, d1=0.419, d2=0.350 g=5.067
2/2 [==============================] - 0s 13ms/step
>90, 462/693, d1=0.468, d2=0.312 g=4.029
2/2 [==============================] - 0s 14ms/step
>90, 463/693, d1=0.353, d2=0.253 g=3.488
2/2 [==============================] - 0s 13ms/step
>90, 464/693, d1=0.475, d2=0.327 g=4.205
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
>90, 467/693, d1=0.530, d2=0.293 g=3.971
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
>90, 469/693, d1=0.505, d2=0.263 g=3.923
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
>90, 473/693, d1=0.454, d2=0.348 g=3.780
2/2 [==============================] - 0s 12ms/step
>90, 474/693, d1=0.328, d2=0.342 g=5.275
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
>90, 481/693, d1=0.308, d2=0.354 g=4.318
2/2 [==============================] - 0s 12ms/step
>90, 482/693, d1=0.369, d2=0.223 g=2.328
2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
>90, 493/693, d1=0.258, d2=0.333 g=3.905
2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
>90, 511/693, d1=0.388, d2=0.397 g=3.416
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>90, 516/693, d1=0.555, d2=0.342 g=6.206
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
>90, 525/693, d1=0.505, d2=0.427 g=3.235
2/2 [==============================] - 0s 13ms/step
>90, 526/693, d1=0.411, d2=0.444 g=3.046
2/2 [==============================] - 0s 11ms/step
>90, 527/693, d1=0.439, d2=0.353 g=4.564
2/2 [==============================] - 0s 12ms/step
>90, 528/693, d1=0.477, d2=0.403 g=3.878
2/2 [==============================] - 0s 12ms/step
>90, 529/693, d1=0.361, d2=0.271 g=3.665
2/2 [==============================] - 0s 12ms/step
>90, 530/693, d1=0.352, d2=0.309 g=4.587
2/2 [==============================] - 0s 13ms/step
>90, 531/693, d1=0.346, d2=0.388 g=2.702
2/2 [==============================] - 0s 11ms/step
>90, 532/693, d1=0.342, d2=0.268 g=4.754
2/2 [==============================] - 0s 12ms/step
>90, 533/693, d1=0.442, d2=0.317 g=5.474
2/2 [==============================] - 0s 11ms/step
>90, 534/693, d1=0.257, d2=0.332 g=3.496
2/2 [==============================] - 0s 11ms/step
>90, 535/693, d1=0.592, d2=0.304 g=4.500
2/2 [==============================] - 0s 12ms/step
>90, 536/693, d1=0.445, d2=0.317 g=4.335
2/2 [==============================] - 0s 11ms/step
>90, 537/693, d1=0.552, d2=0.374 g=3.517
2/2 [==============================] - 0s 12ms/step
>90, 538/693, d1=0.396, d2=0.295 g=3.637
2/2 [==============================] - 0s 11ms/step
>90, 539/693, d1=0.520, d2=0.331 g=3.253
2/2 [==============================] - 0s 13ms/step
>90, 540/693, d1=0.312, d2=0.300 g=5.733
2/2 [==============================] - 0s 12ms/step
>90, 541/693, d1=0.432, d2=0.463 g=5.498
2/2 [==============================] - 0s 12ms/step
>90, 542/693, d1=0.456, d2=0.337 g=6.371
2/2 [==============================] - 0s 12ms/step
>90, 543/693, d1=0.451, d2=0.311 g=7.304
2/2 [==============================] - 0s 14ms/step
>90, 544/693, d1=0.537, d2=0.305 g=5.357
2/2 [==============================] - 0s 12ms/step
>90, 545/693, d1=0.307, d2=0.375 g=4.074
2/2 [==============================] - 0s 13ms/step
>90, 546/693, d1=0.391, d2=0.309 g=4.243
2/2 [==============================] - 0s 12ms/step
>90, 547/693, d1=0.597, d2=0.420 g=4.362
2/2 [==============================] - 0s 12ms/step
>90, 548/693, d1=0.363, d2=0.288 g=2.180
2/2 [==============================] - 0s 15ms/step
>90, 549/693, d1=0.297, d2=0.331 g=5.111
2/2 [==============================] - 0s 13ms/step
>90, 550/693, d1=0.388, d2=0.367 g=4.402
2/2 [==============================] - 0s 12ms/step
>90, 551/693, d1=0.330, d2=0.409 g=4.138
2/2 [==============================] - 0s 12ms/step
>90, 552/693, d1=0.300, d2=0.306 g=4.858
2/2 [==============================] - 0s 11ms/step
>90, 553/693, d1=0.489, d2=0.290 g=3.065
2/2 [==============================] - 0s 11ms/step
>90, 554/693, d1=0.432, d2=0.276 g=4.258
2/2 [==============================] - 0s 12ms/step
>90, 555/693, d1=0.432, d2=0.321 g=3.566
2/2 [==============================] - 0s 11ms/step
>90, 556/693, d1=0.470, d2=0.348 g=3.232
2/2 [==============================] - 0s 12ms/step
>90, 557/693, d1=0.472, d2=0.411 g=3.561
2/2 [==============================] - 0s 16ms/step
>90, 558/693, d1=0.310, d2=0.324 g=3.637
2/2 [==============================] - 0s 14ms/step
>90, 559/693, d1=0.394, d2=0.279 g=3.621
2/2 [==============================] - 0s 16ms/step
>90, 560/693, d1=0.388, d2=0.281 g=4.237
2/2 [==============================] - 0s 12ms/step
>90, 561/693, d1=0.477, d2=0.362 g=3.505
2/2 [==============================] - 0s 11ms/step
>90, 562/693, d1=0.387, d2=0.314 g=3.648
2/2 [==============================] - 0s 13ms/step
>90, 563/693, d1=0.499, d2=0.374 g=7.245
2/2 [==============================] - 0s 11ms/step
>90, 564/693, d1=0.520, d2=0.332 g=3.897
2/2 [==============================] - 0s 12ms/step
>90, 565/693, d1=0.401, d2=0.313 g=1.770
2/2 [==============================] - 0s 12ms/step
>90, 566/693, d1=0.256, d2=0.323 g=3.317
2/2 [==============================] - 0s 11ms/step
>90, 567/693, d1=0.403, d2=0.297 g=5.268
2/2 [==============================] - 0s 11ms/step
>90, 568/693, d1=0.446, d2=0.274 g=3.727
2/2 [==============================] - 0s 12ms/step
>90, 569/693, d1=0.363, d2=0.382 g=3.823
2/2 [==============================] - 0s 12ms/step
>90, 570/693, d1=0.440, d2=0.380 g=3.649
2/2 [==============================] - 0s 13ms/step
>90, 571/693, d1=0.428, d2=0.295 g=3.560
2/2 [==============================] - 0s 12ms/step
>90, 572/693, d1=0.260, d2=0.256 g=5.327
2/2 [==============================] - 0s 12ms/step
>90, 573/693, d1=0.223, d2=0.267 g=2.914
2/2 [==============================] - 0s 13ms/step
>90, 574/693, d1=0.362, d2=0.343 g=5.147
2/2 [==============================] - 0s 13ms/step
>90, 575/693, d1=0.411, d2=0.273 g=5.402
2/2 [==============================] - 0s 11ms/step
>90, 576/693, d1=0.354, d2=0.432 g=4.083
2/2 [==============================] - 0s 11ms/step
>90, 577/693, d1=0.652, d2=0.323 g=4.912
2/2 [==============================] - 0s 12ms/step
>90, 578/693, d1=0.330, d2=0.423 g=2.714
2/2 [==============================] - 0s 12ms/step
>90, 579/693, d1=0.523, d2=0.399 g=4.879
2/2 [==============================] - 0s 13ms/step
>90, 580/693, d1=0.438, d2=0.386 g=4.840
2/2 [==============================] - 0s 11ms/step
>90, 581/693, d1=0.475, d2=0.383 g=6.291
2/2 [==============================] - 0s 12ms/step
>90, 582/693, d1=0.442, d2=0.318 g=3.019
2/2 [==============================] - 0s 12ms/step
>90, 583/693, d1=0.335, d2=0.239 g=3.145
2/2 [==============================] - 0s 12ms/step
>90, 584/693, d1=0.476, d2=0.389 g=4.859
2/2 [==============================] - 0s 12ms/step
>90, 585/693, d1=0.287, d2=0.367 g=3.950
2/2 [==============================] - 0s 12ms/step
>90, 586/693, d1=0.329, d2=0.264 g=4.030
2/2 [==============================] - 0s 14ms/step
>90, 587/693, d1=0.474, d2=0.264 g=3.624
2/2 [==============================] - 0s 14ms/step
>90, 588/693, d1=0.244, d2=0.470 g=5.800
2/2 [==============================] - 0s 12ms/step
>90, 589/693, d1=0.515, d2=0.254 g=4.397
2/2 [==============================] - 0s 13ms/step
>90, 590/693, d1=0.384, d2=0.354 g=5.661
2/2 [==============================] - 0s 11ms/step
>90, 591/693, d1=0.527, d2=0.313 g=3.634
2/2 [==============================] - 0s 13ms/step
>90, 592/693, d1=0.384, d2=0.343 g=5.645
2/2 [==============================] - 0s 12ms/step
>90, 593/693, d1=0.384, d2=0.277 g=4.223
2/2 [==============================] - 0s 12ms/step
>90, 594/693, d1=0.427, d2=0.303 g=4.067
2/2 [==============================] - 0s 11ms/step
>90, 595/693, d1=0.456, d2=0.319 g=4.369
2/2 [==============================] - 0s 12ms/step
>90, 596/693, d1=0.330, d2=0.412 g=3.502
2/2 [==============================] - 0s 12ms/step
>90, 597/693, d1=0.367, d2=0.412 g=4.980
2/2 [==============================] - 0s 12ms/step
>90, 598/693, d1=0.419, d2=0.250 g=2.898
2/2 [==============================] - 0s 12ms/step
>90, 599/693, d1=0.470, d2=0.377 g=4.689
2/2 [==============================] - 0s 12ms/step
>90, 600/693, d1=0.401, d2=0.317 g=3.648
2/2 [==============================] - 0s 11ms/step
>90, 601/693, d1=0.519, d2=0.378 g=4.119
2/2 [==============================] - 0s 13ms/step
>90, 602/693, d1=0.395, d2=0.372 g=4.880
2/2 [==============================] - 0s 12ms/step
>90, 603/693, d1=0.465, d2=0.252 g=4.214
2/2 [==============================] - 0s 12ms/step
>90, 604/693, d1=0.400, d2=0.427 g=2.823
2/2 [==============================] - 0s 12ms/step
>90, 605/693, d1=0.409, d2=0.304 g=3.721
2/2 [==============================] - 0s 13ms/step
>90, 606/693, d1=0.307, d2=0.366 g=3.702
2/2 [==============================] - 0s 14ms/step
>90, 607/693, d1=0.539, d2=0.360 g=5.472
2/2 [==============================] - 0s 12ms/step
>90, 608/693, d1=0.469, d2=0.276 g=3.913
2/2 [==============================] - 0s 11ms/step
>90, 609/693, d1=0.394, d2=0.434 g=4.719
2/2 [==============================] - 0s 12ms/step
>90, 610/693, d1=0.390, d2=0.406 g=4.790
2/2 [==============================] - 0s 12ms/step
>90, 611/693, d1=0.479, d2=0.209 g=4.599
2/2 [==============================] - 0s 13ms/step
>90, 612/693, d1=0.448, d2=0.361 g=6.539
2/2 [==============================] - 0s 12ms/step
>90, 613/693, d1=0.386, d2=0.356 g=3.054
2/2 [==============================] - 0s 12ms/step
>90, 614/693, d1=0.315, d2=0.376 g=3.498
2/2 [==============================] - 0s 11ms/step
>90, 615/693, d1=0.300, d2=0.300 g=4.887
2/2 [==============================] - 0s 13ms/step
>90, 616/693, d1=0.501, d2=0.297 g=2.462
2/2 [==============================] - 0s 12ms/step
>90, 617/693, d1=0.286, d2=0.419 g=5.377
2/2 [==============================] - 0s 11ms/step
>90, 618/693, d1=0.509, d2=0.233 g=3.120
2/2 [==============================] - 0s 12ms/step
>90, 619/693, d1=0.514, d2=0.337 g=5.776
2/2 [==============================] - 0s 13ms/step
>90, 620/693, d1=0.315, d2=0.328 g=4.342
2/2 [==============================] - 0s 12ms/step
>90, 621/693, d1=0.356, d2=0.289 g=3.738
2/2 [==============================] - 0s 12ms/step
>90, 622/693, d1=0.450, d2=0.284 g=3.355
2/2 [==============================] - 0s 12ms/step
>90, 623/693, d1=0.308, d2=0.399 g=3.779
2/2 [==============================] - 0s 11ms/step
>90, 624/693, d1=0.194, d2=0.336 g=5.743
2/2 [==============================] - 0s 13ms/step
>90, 625/693, d1=0.449, d2=0.260 g=4.952
2/2 [==============================] - 0s 13ms/step
>90, 626/693, d1=0.387, d2=0.273 g=2.467
2/2 [==============================] - 0s 12ms/step
>90, 627/693, d1=0.426, d2=0.345 g=5.471
2/2 [==============================] - 0s 13ms/step
>90, 628/693, d1=0.429, d2=0.276 g=3.472
2/2 [==============================] - 0s 12ms/step
>90, 629/693, d1=0.290, d2=0.323 g=3.950
2/2 [==============================] - 0s 12ms/step
>90, 630/693, d1=0.300, d2=0.352 g=4.003
2/2 [==============================] - 0s 12ms/step
>90, 631/693, d1=0.515, d2=0.284 g=4.773
2/2 [==============================] - 0s 12ms/step
>90, 632/693, d1=0.374, d2=0.281 g=3.201
2/2 [==============================] - 0s 13ms/step
>90, 633/693, d1=0.404, d2=0.249 g=3.951
2/2 [==============================] - 0s 16ms/step
>90, 634/693, d1=0.407, d2=0.360 g=3.041
2/2 [==============================] - 0s 13ms/step
>90, 635/693, d1=0.363, d2=0.498 g=3.797
2/2 [==============================] - 0s 11ms/step
>90, 636/693, d1=0.353, d2=0.253 g=3.204
2/2 [==============================] - 0s 12ms/step
>90, 637/693, d1=0.597, d2=0.371 g=3.944
2/2 [==============================] - 0s 11ms/step
>90, 638/693, d1=0.403, d2=0.326 g=3.477
2/2 [==============================] - 0s 12ms/step
>90, 639/693, d1=0.404, d2=0.428 g=4.437
2/2 [==============================] - 0s 13ms/step
>90, 640/693, d1=0.405, d2=0.326 g=4.179
2/2 [==============================] - 0s 12ms/step
>90, 641/693, d1=0.358, d2=0.411 g=5.254
2/2 [==============================] - 0s 12ms/step
>90, 642/693, d1=0.284, d2=0.288 g=4.704
2/2 [==============================] - 0s 13ms/step
>90, 643/693, d1=0.403, d2=0.227 g=4.464
2/2 [==============================] - 0s 11ms/step
>90, 644/693, d1=0.381, d2=0.288 g=4.703
2/2 [==============================] - 0s 11ms/step
>90, 645/693, d1=0.394, d2=0.364 g=4.468
2/2 [==============================] - 0s 11ms/step
>90, 646/693, d1=0.467, d2=0.354 g=3.893
2/2 [==============================] - 0s 12ms/step
>90, 647/693, d1=0.409, d2=0.262 g=5.918
2/2 [==============================] - 0s 13ms/step
>90, 648/693, d1=0.510, d2=0.312 g=6.006
2/2 [==============================] - 0s 12ms/step
>90, 649/693, d1=0.505, d2=0.351 g=2.545
2/2 [==============================] - 0s 12ms/step
>90, 650/693, d1=0.375, d2=0.459 g=4.500
2/2 [==============================] - 0s 12ms/step
>90, 651/693, d1=0.249, d2=0.218 g=4.549
2/2 [==============================] - 0s 12ms/step
>90, 652/693, d1=0.427, d2=0.400 g=3.420
2/2 [==============================] - 0s 11ms/step
>90, 653/693, d1=0.452, d2=0.259 g=4.189
2/2 [==============================] - 0s 12ms/step
>90, 654/693, d1=0.517, d2=0.381 g=3.354
2/2 [==============================] - 0s 12ms/step
>90, 655/693, d1=0.533, d2=0.409 g=4.823
2/2 [==============================] - 0s 11ms/step
>90, 656/693, d1=0.532, d2=0.462 g=2.893
2/2 [==============================] - 0s 15ms/step
>90, 657/693, d1=0.354, d2=0.412 g=3.240
2/2 [==============================] - 0s 13ms/step
>90, 658/693, d1=0.533, d2=0.264 g=6.249
2/2 [==============================] - 0s 12ms/step
>90, 659/693, d1=0.467, d2=0.245 g=4.222
2/2 [==============================] - 0s 13ms/step
>90, 660/693, d1=0.385, d2=0.263 g=4.246
2/2 [==============================] - 0s 12ms/step
>90, 661/693, d1=0.347, d2=0.453 g=4.912
2/2 [==============================] - 0s 11ms/step
>90, 662/693, d1=0.378, d2=0.347 g=4.072
2/2 [==============================] - 0s 13ms/step
>90, 663/693, d1=0.465, d2=0.335 g=3.582
2/2 [==============================] - 0s 11ms/step
>90, 664/693, d1=0.424, d2=0.326 g=4.588
2/2 [==============================] - 0s 12ms/step
>90, 665/693, d1=0.372, d2=0.253 g=3.475
2/2 [==============================] - 0s 13ms/step
>90, 666/693, d1=0.329, d2=0.326 g=5.566
2/2 [==============================] - 0s 12ms/step
>90, 667/693, d1=0.459, d2=0.318 g=2.823
2/2 [==============================] - 0s 13ms/step
>90, 668/693, d1=0.341, d2=0.442 g=4.448
2/2 [==============================] - 0s 16ms/step
>90, 669/693, d1=0.445, d2=0.320 g=4.523
2/2 [==============================] - 0s 12ms/step
>90, 670/693, d1=0.273, d2=0.291 g=2.823
2/2 [==============================] - 0s 11ms/step
>90, 671/693, d1=0.496, d2=0.318 g=3.605
2/2 [==============================] - 0s 12ms/step
>90, 672/693, d1=0.473, d2=0.298 g=2.885
2/2 [==============================] - 0s 11ms/step
>90, 673/693, d1=0.255, d2=0.260 g=4.919
2/2 [==============================] - 0s 13ms/step
>90, 674/693, d1=0.307, d2=0.398 g=3.053
2/2 [==============================] - 0s 12ms/step
>90, 675/693, d1=0.422, d2=0.377 g=3.257
2/2 [==============================] - 0s 11ms/step
>90, 676/693, d1=0.486, d2=0.296 g=3.608
2/2 [==============================] - 0s 12ms/step
>90, 677/693, d1=0.426, d2=0.264 g=4.114
2/2 [==============================] - 0s 14ms/step
>90, 678/693, d1=0.360, d2=0.223 g=3.662
2/2 [==============================] - 0s 12ms/step
>90, 679/693, d1=0.473, d2=0.296 g=2.719
2/2 [==============================] - 0s 13ms/step
>90, 680/693, d1=0.420, d2=0.408 g=3.155
2/2 [==============================] - 0s 11ms/step
>90, 681/693, d1=0.309, d2=0.607 g=3.243
2/2 [==============================] - 0s 13ms/step
>90, 682/693, d1=0.502, d2=0.257 g=5.158
2/2 [==============================] - 0s 12ms/step
>90, 683/693, d1=0.517, d2=0.244 g=5.002
2/2 [==============================] - 0s 11ms/step
>90, 684/693, d1=0.432, d2=0.364 g=3.601
2/2 [==============================] - 0s 12ms/step
>90, 685/693, d1=0.380, d2=0.407 g=5.057
2/2 [==============================] - 0s 12ms/step
>90, 686/693, d1=0.356, d2=0.303 g=3.631
2/2 [==============================] - 0s 11ms/step
>90, 687/693, d1=0.447, d2=0.377 g=4.717
2/2 [==============================] - 0s 12ms/step
>90, 688/693, d1=0.398, d2=0.260 g=4.462
2/2 [==============================] - 0s 12ms/step
>90, 689/693, d1=0.346, d2=0.356 g=3.417
2/2 [==============================] - 0s 13ms/step
>90, 690/693, d1=0.391, d2=0.267 g=4.365
2/2 [==============================] - 0s 13ms/step
>90, 691/693, d1=0.398, d2=0.303 g=4.652
2/2 [==============================] - 0s 11ms/step
>90, 692/693, d1=0.443, d2=0.274 g=2.876
2/2 [==============================] - 0s 11ms/step
>90, 693/693, d1=0.394, d2=0.241 g=3.091
5/5 [==============================] - 0s 14ms/step
>Accuracy real: 77%, fake: 93%
WARNING:tensorflow:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.
2/2 [==============================] - 0s 72ms/step
>91, 1/693, d1=0.291, d2=0.399 g=2.018
2/2 [==============================] - 0s 15ms/step
>91, 2/693, d1=0.362, d2=0.208 g=2.804
2/2 [==============================] - 0s 14ms/step
>91, 3/693, d1=0.312, d2=0.333 g=5.298
2/2 [==============================] - 0s 12ms/step
>91, 4/693, d1=0.306, d2=0.220 g=4.781
2/2 [==============================] - 0s 12ms/step
>91, 5/693, d1=0.294, d2=0.285 g=2.959
2/2 [==============================] - 0s 18ms/step
>91, 6/693, d1=0.426, d2=0.220 g=4.139
2/2 [==============================] - 0s 13ms/step
>91, 7/693, d1=0.384, d2=0.345 g=4.441
2/2 [==============================] - 0s 13ms/step
>91, 8/693, d1=0.284, d2=0.272 g=4.489
2/2 [==============================] - 0s 13ms/step
>91, 9/693, d1=0.413, d2=0.512 g=4.463
2/2 [==============================] - 0s 12ms/step
>91, 10/693, d1=0.409, d2=0.322 g=4.016
2/2 [==============================] - 0s 11ms/step
>91, 11/693, d1=0.377, d2=0.250 g=4.487
2/2 [==============================] - 0s 11ms/step
>91, 12/693, d1=0.491, d2=0.346 g=4.039
2/2 [==============================] - 0s 12ms/step
>91, 13/693, d1=0.471, d2=0.270 g=2.772
2/2 [==============================] - 0s 12ms/step
>91, 14/693, d1=0.261, d2=0.393 g=5.566
2/2 [==============================] - 0s 13ms/step
>91, 15/693, d1=0.510, d2=0.293 g=3.732
2/2 [==============================] - 0s 12ms/step
>91, 16/693, d1=0.460, d2=0.350 g=3.844
2/2 [==============================] - 0s 12ms/step
>91, 17/693, d1=0.336, d2=0.389 g=4.429
2/2 [==============================] - 0s 13ms/step
>91, 18/693, d1=0.425, d2=0.502 g=3.534
2/2 [==============================] - 0s 12ms/step
>91, 19/693, d1=0.584, d2=0.321 g=3.486
2/2 [==============================] - 0s 12ms/step
>91, 20/693, d1=0.452, d2=0.318 g=3.571
2/2 [==============================] - 0s 12ms/step
>91, 21/693, d1=0.338, d2=0.340 g=5.646
2/2 [==============================] - 0s 13ms/step
>91, 22/693, d1=0.349, d2=0.291 g=4.615
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 10ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 16ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
>95, 437/693, d1=0.288, d2=0.297 g=3.346
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
>95, 443/693, d1=0.452, d2=0.355 g=5.698
2/2 [==============================] - 0s 13ms/step
>95, 444/693, d1=0.304, d2=0.360 g=4.370
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>95, 446/693, d1=0.420, d2=0.232 g=3.580
2/2 [==============================] - 0s 13ms/step
>95, 447/693, d1=0.409, d2=0.275 g=3.851
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
>95, 449/693, d1=0.447, d2=0.270 g=4.988
2/2 [==============================] - 0s 14ms/step
>95, 450/693, d1=0.330, d2=0.465 g=3.680
2/2 [==============================] - 0s 14ms/step
>95, 451/693, d1=0.421, d2=0.382 g=4.454
2/2 [==============================] - 0s 13ms/step
>95, 452/693, d1=0.513, d2=0.350 g=5.402
2/2 [==============================] - 0s 15ms/step
>95, 453/693, d1=0.377, d2=0.313 g=5.065
2/2 [==============================] - 0s 13ms/step
>95, 454/693, d1=0.377, d2=0.225 g=4.396
2/2 [==============================] - 0s 14ms/step
>95, 455/693, d1=0.347, d2=0.309 g=4.556
2/2 [==============================] - 0s 14ms/step
>95, 456/693, d1=0.415, d2=0.309 g=3.693
2/2 [==============================] - 0s 13ms/step
>95, 457/693, d1=0.450, d2=0.402 g=4.621
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
>95, 459/693, d1=0.459, d2=0.344 g=5.359
2/2 [==============================] - 0s 13ms/step
>95, 460/693, d1=0.352, d2=0.392 g=3.237
2/2 [==============================] - 0s 15ms/step
>95, 461/693, d1=0.510, d2=0.347 g=3.182
2/2 [==============================] - 0s 12ms/step
>95, 462/693, d1=0.440, d2=0.265 g=4.025
2/2 [==============================] - 0s 14ms/step
>95, 463/693, d1=0.320, d2=0.350 g=4.056
2/2 [==============================] - 0s 14ms/step
>95, 464/693, d1=0.436, d2=0.286 g=5.722
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
>95, 467/693, d1=0.435, d2=0.241 g=3.447
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
>95, 469/693, d1=0.460, d2=0.348 g=4.016
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
>95, 471/693, d1=0.411, d2=0.320 g=5.124
2/2 [==============================] - 0s 13ms/step
>95, 472/693, d1=0.228, d2=0.274 g=3.370
2/2 [==============================] - 0s 13ms/step
>95, 473/693, d1=0.363, d2=0.390 g=6.170
2/2 [==============================] - 0s 14ms/step
>95, 474/693, d1=0.471, d2=0.278 g=4.724
2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
>95, 476/693, d1=0.331, d2=0.229 g=5.653
2/2 [==============================] - 0s 13ms/step
>95, 477/693, d1=0.536, d2=0.360 g=2.454
2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 14ms/step
>95, 479/693, d1=0.437, d2=0.393 g=5.053
2/2 [==============================] - 0s 13ms/step
>95, 480/693, d1=0.344, d2=0.228 g=3.728
2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 17ms/step
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2/2 [==============================] - 0s 13ms/step
>95, 483/693, d1=0.469, d2=0.244 g=6.091
2/2 [==============================] - 0s 13ms/step
>95, 484/693, d1=0.403, d2=0.385 g=3.449
2/2 [==============================] - 0s 13ms/step
>95, 485/693, d1=0.577, d2=0.385 g=3.593
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
>95, 487/693, d1=0.353, d2=0.349 g=5.288
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
>95, 490/693, d1=0.444, d2=0.344 g=3.830
2/2 [==============================] - 0s 13ms/step
>95, 491/693, d1=0.405, d2=0.394 g=5.570
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
>95, 493/693, d1=0.533, d2=0.327 g=4.186
2/2 [==============================] - 0s 12ms/step
>95, 494/693, d1=0.290, d2=0.266 g=2.912
2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
>95, 497/693, d1=0.551, d2=0.318 g=3.540
2/2 [==============================] - 0s 14ms/step
>95, 498/693, d1=0.406, d2=0.438 g=7.170
2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
>95, 503/693, d1=0.419, d2=0.330 g=4.440
2/2 [==============================] - 0s 14ms/step
>95, 504/693, d1=0.385, d2=0.247 g=3.411
2/2 [==============================] - 0s 13ms/step
>95, 505/693, d1=0.445, d2=0.314 g=4.318
2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 14ms/step
>95, 509/693, d1=0.359, d2=0.397 g=4.370
2/2 [==============================] - 0s 12ms/step
>95, 510/693, d1=0.321, d2=0.312 g=6.122
2/2 [==============================] - 0s 14ms/step
>95, 511/693, d1=0.371, d2=0.292 g=5.841
2/2 [==============================] - 0s 13ms/step
>95, 512/693, d1=0.340, d2=0.390 g=6.627
2/2 [==============================] - 0s 13ms/step
>95, 513/693, d1=0.499, d2=0.329 g=5.214
2/2 [==============================] - 0s 15ms/step
>95, 514/693, d1=0.574, d2=0.321 g=3.198
2/2 [==============================] - 0s 13ms/step
>95, 515/693, d1=0.294, d2=0.250 g=3.365
2/2 [==============================] - 0s 13ms/step
>95, 516/693, d1=0.488, d2=0.304 g=4.507
2/2 [==============================] - 0s 14ms/step
>95, 517/693, d1=0.365, d2=0.338 g=7.008
2/2 [==============================] - 0s 14ms/step
>95, 518/693, d1=0.422, d2=0.313 g=3.376
2/2 [==============================] - 0s 13ms/step
>95, 519/693, d1=0.280, d2=0.269 g=3.412
2/2 [==============================] - 0s 11ms/step
>95, 520/693, d1=0.331, d2=0.469 g=2.921
2/2 [==============================] - 0s 13ms/step
>95, 521/693, d1=0.328, d2=0.292 g=5.793
2/2 [==============================] - 0s 14ms/step
>95, 522/693, d1=0.494, d2=0.269 g=5.676
2/2 [==============================] - 0s 13ms/step
>95, 523/693, d1=0.285, d2=0.458 g=3.962
2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 12ms/step
>95, 525/693, d1=0.369, d2=0.357 g=4.721
2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 11ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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>100, 431/693, d1=0.324, d2=0.303 g=3.055
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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>100, 445/693, d1=0.330, d2=0.390 g=3.891
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 15ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 12ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 13ms/step
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2/2 [==============================] - 0s 14ms/step
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2/2 [==============================] - 0s 14ms/step
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>100, 526/693, d1=0.489, d2=0.364 g=4.678
2/2 [==============================] - 0s 13ms/step
>100, 527/693, d1=0.462, d2=0.256 g=4.791
2/2 [==============================] - 0s 13ms/step
>100, 528/693, d1=0.275, d2=0.317 g=3.596
2/2 [==============================] - 0s 14ms/step
>100, 529/693, d1=0.282, d2=0.335 g=6.547
2/2 [==============================] - 0s 13ms/step
>100, 530/693, d1=0.525, d2=0.333 g=3.948
2/2 [==============================] - 0s 14ms/step
>100, 531/693, d1=0.414, d2=0.242 g=5.904
2/2 [==============================] - 0s 13ms/step
>100, 532/693, d1=0.525, d2=0.334 g=3.646
2/2 [==============================] - 0s 13ms/step
>100, 533/693, d1=0.359, d2=0.326 g=4.087
2/2 [==============================] - 0s 13ms/step
>100, 534/693, d1=0.302, d2=0.341 g=4.316
2/2 [==============================] - 0s 13ms/step
>100, 535/693, d1=0.454, d2=0.314 g=3.500
2/2 [==============================] - 0s 13ms/step
>100, 536/693, d1=0.501, d2=0.319 g=5.185
2/2 [==============================] - 0s 13ms/step
>100, 537/693, d1=0.384, d2=0.368 g=4.106
2/2 [==============================] - 0s 13ms/step
>100, 538/693, d1=0.409, d2=0.293 g=4.601
2/2 [==============================] - 0s 14ms/step
>100, 539/693, d1=0.491, d2=0.359 g=4.420
2/2 [==============================] - 0s 12ms/step
>100, 540/693, d1=0.571, d2=0.286 g=2.758
2/2 [==============================] - 0s 12ms/step
>100, 541/693, d1=0.396, d2=0.293 g=3.732
2/2 [==============================] - 0s 12ms/step
>100, 542/693, d1=0.345, d2=0.376 g=3.617
2/2 [==============================] - 0s 13ms/step
>100, 543/693, d1=0.319, d2=0.268 g=4.432
2/2 [==============================] - 0s 14ms/step
>100, 544/693, d1=0.331, d2=0.328 g=4.941
2/2 [==============================] - 0s 12ms/step
>100, 545/693, d1=0.450, d2=0.286 g=5.910
2/2 [==============================] - 0s 13ms/step
>100, 546/693, d1=0.406, d2=0.314 g=2.869
2/2 [==============================] - 0s 13ms/step
>100, 547/693, d1=0.425, d2=0.284 g=3.772
2/2 [==============================] - 0s 14ms/step
>100, 548/693, d1=0.317, d2=0.330 g=3.995
2/2 [==============================] - 0s 13ms/step
>100, 549/693, d1=0.401, d2=0.385 g=3.284
2/2 [==============================] - 0s 12ms/step
>100, 550/693, d1=0.385, d2=0.246 g=4.751
2/2 [==============================] - 0s 13ms/step
>100, 551/693, d1=0.316, d2=0.278 g=2.893
2/2 [==============================] - 0s 12ms/step
>100, 552/693, d1=0.368, d2=0.310 g=5.309
2/2 [==============================] - 0s 11ms/step
>100, 553/693, d1=0.364, d2=0.335 g=4.143
2/2 [==============================] - 0s 11ms/step
>100, 554/693, d1=0.275, d2=0.315 g=3.822
2/2 [==============================] - 0s 13ms/step
>100, 555/693, d1=0.494, d2=0.243 g=3.888
2/2 [==============================] - 0s 14ms/step
>100, 556/693, d1=0.495, d2=0.386 g=4.258
2/2 [==============================] - 0s 12ms/step
>100, 557/693, d1=0.394, d2=0.282 g=3.391
2/2 [==============================] - 0s 13ms/step
>100, 558/693, d1=0.283, d2=0.385 g=4.760
2/2 [==============================] - 0s 13ms/step
>100, 559/693, d1=0.598, d2=0.295 g=3.880
2/2 [==============================] - 0s 12ms/step
>100, 560/693, d1=0.455, d2=0.339 g=4.486
2/2 [==============================] - 0s 13ms/step
>100, 561/693, d1=0.328, d2=0.319 g=4.935
2/2 [==============================] - 0s 12ms/step
>100, 562/693, d1=0.326, d2=0.268 g=4.768
2/2 [==============================] - 0s 12ms/step
>100, 563/693, d1=0.331, d2=0.252 g=4.311
2/2 [==============================] - 0s 15ms/step
>100, 564/693, d1=0.426, d2=0.423 g=4.522
2/2 [==============================] - 0s 13ms/step
>100, 565/693, d1=0.446, d2=0.351 g=5.315
2/2 [==============================] - 0s 12ms/step
>100, 566/693, d1=0.405, d2=0.364 g=3.797
2/2 [==============================] - 0s 14ms/step
>100, 567/693, d1=0.375, d2=0.293 g=4.528
2/2 [==============================] - 0s 13ms/step
>100, 568/693, d1=0.408, d2=0.318 g=3.098
2/2 [==============================] - 0s 13ms/step
>100, 569/693, d1=0.328, d2=0.335 g=5.770
2/2 [==============================] - 0s 11ms/step
>100, 570/693, d1=0.387, d2=0.304 g=4.859
2/2 [==============================] - 0s 14ms/step
>100, 571/693, d1=0.436, d2=0.387 g=3.861
2/2 [==============================] - 0s 11ms/step
>100, 572/693, d1=0.401, d2=0.301 g=3.662
2/2 [==============================] - 0s 13ms/step
>100, 573/693, d1=0.374, d2=0.284 g=4.556
2/2 [==============================] - 0s 15ms/step
>100, 574/693, d1=0.455, d2=0.345 g=4.233
2/2 [==============================] - 0s 13ms/step
>100, 575/693, d1=0.488, d2=0.397 g=4.906
2/2 [==============================] - 0s 11ms/step
>100, 576/693, d1=0.370, d2=0.404 g=4.513
2/2 [==============================] - 0s 13ms/step
>100, 577/693, d1=0.496, d2=0.284 g=4.477
2/2 [==============================] - 0s 13ms/step
>100, 578/693, d1=0.426, d2=0.260 g=4.920
2/2 [==============================] - 0s 13ms/step
>100, 579/693, d1=0.398, d2=0.405 g=4.631
2/2 [==============================] - 0s 13ms/step
>100, 580/693, d1=0.520, d2=0.351 g=3.158
2/2 [==============================] - 0s 13ms/step
>100, 581/693, d1=0.380, d2=0.315 g=3.936
2/2 [==============================] - 0s 12ms/step
>100, 582/693, d1=0.378, d2=0.345 g=4.625
2/2 [==============================] - 0s 12ms/step
>100, 583/693, d1=0.336, d2=0.366 g=3.106
2/2 [==============================] - 0s 14ms/step
>100, 584/693, d1=0.260, d2=0.304 g=3.765
2/2 [==============================] - 0s 14ms/step
>100, 585/693, d1=0.323, d2=0.380 g=2.082
2/2 [==============================] - 0s 14ms/step
>100, 586/693, d1=0.351, d2=0.280 g=3.307
2/2 [==============================] - 0s 14ms/step
>100, 587/693, d1=0.486, d2=0.327 g=2.879
2/2 [==============================] - 0s 13ms/step
>100, 588/693, d1=0.432, d2=0.389 g=2.958
2/2 [==============================] - 0s 14ms/step
>100, 589/693, d1=0.599, d2=0.370 g=3.654
2/2 [==============================] - 0s 14ms/step
>100, 590/693, d1=0.338, d2=0.456 g=3.873
2/2 [==============================] - 0s 13ms/step
>100, 591/693, d1=0.260, d2=0.237 g=4.549
2/2 [==============================] - 0s 15ms/step
>100, 592/693, d1=0.388, d2=0.430 g=4.195
2/2 [==============================] - 0s 11ms/step
>100, 593/693, d1=0.471, d2=0.219 g=4.271
2/2 [==============================] - 0s 14ms/step
>100, 594/693, d1=0.642, d2=0.328 g=3.120
2/2 [==============================] - 0s 12ms/step
>100, 595/693, d1=0.338, d2=0.298 g=3.805
2/2 [==============================] - 0s 14ms/step
>100, 596/693, d1=0.394, d2=0.302 g=3.296
2/2 [==============================] - 0s 13ms/step
>100, 597/693, d1=0.241, d2=0.308 g=3.089
2/2 [==============================] - 0s 13ms/step
>100, 598/693, d1=0.385, d2=0.218 g=3.745
2/2 [==============================] - 0s 11ms/step
>100, 599/693, d1=0.447, d2=0.497 g=3.100
2/2 [==============================] - 0s 12ms/step
>100, 600/693, d1=0.319, d2=0.357 g=4.711
2/2 [==============================] - 0s 13ms/step
>100, 601/693, d1=0.360, d2=0.340 g=4.952
2/2 [==============================] - 0s 13ms/step
>100, 602/693, d1=0.325, d2=0.226 g=5.590
2/2 [==============================] - 0s 13ms/step
>100, 603/693, d1=0.432, d2=0.252 g=4.193
2/2 [==============================] - 0s 13ms/step
>100, 604/693, d1=0.283, d2=0.467 g=4.464
2/2 [==============================] - 0s 14ms/step
>100, 605/693, d1=0.557, d2=0.237 g=4.833
2/2 [==============================] - 0s 13ms/step
>100, 606/693, d1=0.432, d2=0.209 g=3.628
2/2 [==============================] - 0s 12ms/step
>100, 607/693, d1=0.482, d2=0.384 g=4.680
2/2 [==============================] - 0s 14ms/step
>100, 608/693, d1=0.343, d2=0.312 g=3.976
2/2 [==============================] - 0s 13ms/step
>100, 609/693, d1=0.557, d2=0.345 g=3.141
2/2 [==============================] - 0s 14ms/step
>100, 610/693, d1=0.238, d2=0.378 g=4.275
2/2 [==============================] - 0s 13ms/step
>100, 611/693, d1=0.321, d2=0.263 g=3.584
2/2 [==============================] - 0s 14ms/step
>100, 612/693, d1=0.400, d2=0.324 g=3.357
2/2 [==============================] - 0s 12ms/step
>100, 613/693, d1=0.574, d2=0.300 g=4.200
2/2 [==============================] - 0s 13ms/step
>100, 614/693, d1=0.331, d2=0.258 g=4.683
2/2 [==============================] - 0s 14ms/step
>100, 615/693, d1=0.381, d2=0.345 g=4.828
2/2 [==============================] - 0s 13ms/step
>100, 616/693, d1=0.280, d2=0.333 g=4.308
2/2 [==============================] - 0s 14ms/step
>100, 617/693, d1=0.427, d2=0.355 g=3.055
2/2 [==============================] - 0s 13ms/step
>100, 618/693, d1=0.484, d2=0.337 g=2.729
2/2 [==============================] - 0s 13ms/step
>100, 619/693, d1=0.364, d2=0.354 g=4.270
2/2 [==============================] - 0s 13ms/step
>100, 620/693, d1=0.376, d2=0.335 g=2.854
2/2 [==============================] - 0s 12ms/step
>100, 621/693, d1=0.428, d2=0.323 g=3.403
2/2 [==============================] - 0s 14ms/step
>100, 622/693, d1=0.470, d2=0.337 g=4.106
2/2 [==============================] - 0s 13ms/step
>100, 623/693, d1=0.358, d2=0.356 g=4.172
2/2 [==============================] - 0s 12ms/step
>100, 624/693, d1=0.447, d2=0.352 g=2.633
2/2 [==============================] - 0s 12ms/step
>100, 625/693, d1=0.427, d2=0.234 g=2.613
2/2 [==============================] - 0s 13ms/step
>100, 626/693, d1=0.295, d2=0.352 g=2.675
2/2 [==============================] - 0s 15ms/step
>100, 627/693, d1=0.354, d2=0.227 g=5.063
2/2 [==============================] - 0s 13ms/step
>100, 628/693, d1=0.381, d2=0.356 g=3.729
2/2 [==============================] - 0s 15ms/step
>100, 629/693, d1=0.278, d2=0.256 g=4.147
2/2 [==============================] - 0s 11ms/step
>100, 630/693, d1=0.471, d2=0.336 g=3.523
2/2 [==============================] - 0s 12ms/step
>100, 631/693, d1=0.225, d2=0.377 g=5.336
2/2 [==============================] - 0s 12ms/step
>100, 632/693, d1=0.431, d2=0.227 g=3.080
2/2 [==============================] - 0s 14ms/step
>100, 633/693, d1=0.437, d2=0.251 g=3.992
2/2 [==============================] - 0s 12ms/step
>100, 634/693, d1=0.296, d2=0.322 g=2.934
2/2 [==============================] - 0s 12ms/step
>100, 635/693, d1=0.464, d2=0.321 g=3.367
2/2 [==============================] - 0s 14ms/step
>100, 636/693, d1=0.341, d2=0.412 g=3.625
2/2 [==============================] - 0s 12ms/step
>100, 637/693, d1=0.376, d2=0.258 g=3.630
2/2 [==============================] - 0s 14ms/step
>100, 638/693, d1=0.313, d2=0.190 g=3.441
2/2 [==============================] - 0s 14ms/step
>100, 639/693, d1=0.567, d2=0.388 g=2.992
2/2 [==============================] - 0s 13ms/step
>100, 640/693, d1=0.449, d2=0.505 g=3.066
2/2 [==============================] - 0s 12ms/step
>100, 641/693, d1=0.442, d2=0.264 g=2.942
2/2 [==============================] - 0s 12ms/step
>100, 642/693, d1=0.286, d2=0.210 g=4.611
2/2 [==============================] - 0s 14ms/step
>100, 643/693, d1=0.326, d2=0.307 g=5.796
2/2 [==============================] - 0s 14ms/step
>100, 644/693, d1=0.557, d2=0.388 g=2.954
2/2 [==============================] - 0s 13ms/step
>100, 645/693, d1=0.357, d2=0.404 g=4.071
2/2 [==============================] - 0s 13ms/step
>100, 646/693, d1=0.357, d2=0.446 g=5.152
2/2 [==============================] - 0s 14ms/step
>100, 647/693, d1=0.580, d2=0.309 g=3.487
2/2 [==============================] - 0s 16ms/step
>100, 648/693, d1=0.302, d2=0.336 g=5.543
2/2 [==============================] - 0s 13ms/step
>100, 649/693, d1=0.308, d2=0.294 g=3.988
2/2 [==============================] - 0s 12ms/step
>100, 650/693, d1=0.434, d2=0.327 g=3.463
2/2 [==============================] - 0s 11ms/step
>100, 651/693, d1=0.416, d2=0.298 g=3.473
2/2 [==============================] - 0s 14ms/step
>100, 652/693, d1=0.484, d2=0.372 g=3.399
2/2 [==============================] - 0s 13ms/step
>100, 653/693, d1=0.371, d2=0.327 g=4.692
2/2 [==============================] - 0s 14ms/step
>100, 654/693, d1=0.314, d2=0.293 g=2.293
2/2 [==============================] - 0s 13ms/step
>100, 655/693, d1=0.328, d2=0.320 g=3.979
2/2 [==============================] - 0s 13ms/step
>100, 656/693, d1=0.591, d2=0.297 g=5.131
2/2 [==============================] - 0s 12ms/step
>100, 657/693, d1=0.346, d2=0.409 g=3.938
2/2 [==============================] - 0s 13ms/step
>100, 658/693, d1=0.318, d2=0.252 g=3.884
2/2 [==============================] - 0s 12ms/step
>100, 659/693, d1=0.348, d2=0.340 g=5.011
2/2 [==============================] - 0s 13ms/step
>100, 660/693, d1=0.265, d2=0.305 g=3.747
2/2 [==============================] - 0s 13ms/step
>100, 661/693, d1=0.443, d2=0.294 g=3.706
2/2 [==============================] - 0s 13ms/step
>100, 662/693, d1=0.425, d2=0.215 g=3.455
2/2 [==============================] - 0s 12ms/step
>100, 663/693, d1=0.357, d2=0.465 g=3.899
2/2 [==============================] - 0s 14ms/step
>100, 664/693, d1=0.362, d2=0.333 g=1.920
2/2 [==============================] - 0s 14ms/step
>100, 665/693, d1=0.359, d2=0.304 g=4.798
2/2 [==============================] - 0s 13ms/step
>100, 666/693, d1=0.400, d2=0.372 g=3.705
2/2 [==============================] - 0s 14ms/step
>100, 667/693, d1=0.342, d2=0.341 g=4.946
2/2 [==============================] - 0s 12ms/step
>100, 668/693, d1=0.343, d2=0.255 g=4.864
2/2 [==============================] - 0s 12ms/step
>100, 669/693, d1=0.563, d2=0.361 g=3.735
2/2 [==============================] - 0s 12ms/step
>100, 670/693, d1=0.237, d2=0.312 g=5.144
2/2 [==============================] - 0s 15ms/step
>100, 671/693, d1=0.374, d2=0.271 g=4.243
2/2 [==============================] - 0s 12ms/step
>100, 672/693, d1=0.284, d2=0.219 g=5.857
2/2 [==============================] - 0s 13ms/step
>100, 673/693, d1=0.487, d2=0.249 g=5.346
2/2 [==============================] - 0s 13ms/step
>100, 674/693, d1=0.373, d2=0.346 g=3.119
2/2 [==============================] - 0s 14ms/step
>100, 675/693, d1=0.398, d2=0.353 g=6.049
2/2 [==============================] - 0s 13ms/step
>100, 676/693, d1=0.364, d2=0.217 g=4.356
2/2 [==============================] - 0s 13ms/step
>100, 677/693, d1=0.293, d2=0.323 g=4.339
2/2 [==============================] - 0s 13ms/step
>100, 678/693, d1=0.362, d2=0.313 g=2.928
2/2 [==============================] - 0s 14ms/step
>100, 679/693, d1=0.396, d2=0.279 g=4.083
2/2 [==============================] - 0s 12ms/step
>100, 680/693, d1=0.391, d2=0.186 g=6.192
2/2 [==============================] - 0s 13ms/step
>100, 681/693, d1=0.379, d2=0.502 g=4.602
2/2 [==============================] - 0s 13ms/step
>100, 682/693, d1=0.432, d2=0.315 g=4.516
2/2 [==============================] - 0s 13ms/step
>100, 683/693, d1=0.425, d2=0.317 g=3.070
2/2 [==============================] - 0s 12ms/step
>100, 684/693, d1=0.320, d2=0.362 g=3.200
2/2 [==============================] - 0s 12ms/step
>100, 685/693, d1=0.313, d2=0.264 g=4.894
2/2 [==============================] - 0s 14ms/step
>100, 686/693, d1=0.373, d2=0.391 g=4.712
2/2 [==============================] - 0s 13ms/step
>100, 687/693, d1=0.412, d2=0.234 g=4.987
2/2 [==============================] - 0s 13ms/step
>100, 688/693, d1=0.410, d2=0.345 g=3.239
2/2 [==============================] - 0s 13ms/step
>100, 689/693, d1=0.564, d2=0.403 g=2.389
2/2 [==============================] - 0s 13ms/step
>100, 690/693, d1=0.483, d2=0.348 g=4.150
2/2 [==============================] - 0s 14ms/step
>100, 691/693, d1=0.505, d2=0.279 g=3.725
2/2 [==============================] - 0s 13ms/step
>100, 692/693, d1=0.442, d2=0.300 g=4.154
2/2 [==============================] - 0s 13ms/step
>100, 693/693, d1=0.410, d2=0.381 g=5.437
5/5 [==============================] - 0s 16ms/step
>Accuracy real: 83%, fake: 93%
WARNING:tensorflow:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.
2/2 [==============================] - 0s 60ms/step
>101, 1/693, d1=0.366, d2=0.305 g=4.176
2/2 [==============================] - 0s 16ms/step
>101, 2/693, d1=0.303, d2=0.406 g=4.261
2/2 [==============================] - 0s 14ms/step
>101, 3/693, d1=0.362, d2=0.350 g=3.317
2/2 [==============================] - 0s 12ms/step
>101, 4/693, d1=0.473, d2=0.167 g=3.550
2/2 [==============================] - 0s 13ms/step
>101, 5/693, d1=0.566, d2=0.333 g=3.918
2/2 [==============================] - 0s 13ms/step
>101, 6/693, d1=0.295, d2=0.368 g=2.293
2/2 [==============================] - 0s 13ms/step
>101, 7/693, d1=0.303, d2=0.254 g=3.490
2/2 [==============================] - 0s 12ms/step
>101, 8/693, d1=0.409, d2=0.358 g=3.939
2/2 [==============================] - 0s 12ms/step
>101, 9/693, d1=0.465, d2=0.274 g=3.032
2/2 [==============================] - 0s 13ms/step
>101, 10/693, d1=0.403, d2=0.380 g=3.161
2/2 [==============================] - 0s 12ms/step
>101, 11/693, d1=0.442, d2=0.274 g=3.047
2/2 [==============================] - 0s 12ms/step
>101, 12/693, d1=0.373, d2=0.348 g=3.573
2/2 [==============================] - 0s 12ms/step
>101, 13/693, d1=0.449, d2=0.299 g=4.227
2/2 [==============================] - 0s 14ms/step
>101, 14/693, d1=0.308, d2=0.347 g=2.950
2/2 [==============================] - 0s 14ms/step
>101, 15/693, d1=0.264, d2=0.329 g=4.639
2/2 [==============================] - 0s 14ms/step
>101, 16/693, d1=0.674, d2=0.300 g=3.028
2/2 [==============================] - 0s 14ms/step
>101, 17/693, d1=0.411, d2=0.430 g=4.636
2/2 [==============================] - 0s 13ms/step
>101, 18/693, d1=0.338, d2=0.307 g=3.672
2/2 [==============================] - 0s 13ms/step
>101, 19/693, d1=0.446, d2=0.353 g=4.422
2/2 [==============================] - 0s 13ms/step
>101, 20/693, d1=0.421, d2=0.355 g=3.225
2/2 [==============================] - 0s 13ms/step
>101, 21/693, d1=0.270, d2=0.308 g=3.975
2/2 [==============================] - 0s 13ms/step
>101, 22/693, d1=0.421, d2=0.335 g=5.470
2/2 [==============================] - 0s 14ms/step
>101, 23/693, d1=0.441, d2=0.290 g=3.165
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>101, 604/693, d1=0.355, d2=0.334 g=2.756
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>101, 605/693, d1=0.433, d2=0.321 g=2.785
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>101, 606/693, d1=0.274, d2=0.266 g=4.199
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>101, 607/693, d1=0.489, d2=0.317 g=3.852
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>101, 616/693, d1=0.528, d2=0.231 g=4.624
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>101, 692/693, d1=0.323, d2=0.341 g=3.255
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>101, 693/693, d1=0.365, d2=0.374 g=3.149

Image Generation¶

Best CGAN¶

In [61]:
import numpy as np
from matplotlib import pyplot as plt
from keras.models import load_model
from numpy.random import randn, randint
from collections import Counter

# Define function to generate latent points
def generate_latent_points(latent_dim, n_samples, n_classes=26):
    x_input = randn(latent_dim * n_samples)
    z_input = x_input.reshape(n_samples, latent_dim)
    # Generate numeric labels starting from 0 to n_classes-1
    numeric_labels = randint(1, n_classes+1, n_samples)
    # Convert numeric labels to alphabetic labels (1 -> 'A', 2 -> 'B', ..., 26 -> 'Z')
    alphabetic_labels = [chr(l + 64) for l in numeric_labels]  
    return [z_input, numeric_labels, alphabetic_labels]

# Define function to save plots of images
def save_plots(images, filename_prefix, n_images_per_file=100):
    n = int(np.sqrt(n_images_per_file))  # Assume square grid for simplicity
    num_batches = int(np.ceil(len(images) / n_images_per_file))
    
    for i in range(num_batches):
        start_index = i * n_images_per_file
        end_index = min((i + 1) * n_images_per_file, len(images))
        batch_images = images[start_index:end_index]

        # Scale images from [-1,1] to [0,1]
        batch_images = (batch_images + 1) / 2.0

        # Plot images
        plt.figure(figsize=(n, n))
        for j in range(len(batch_images)):
            plt.subplot(n, n, j + 1)
            plt.axis('off')
            plt.imshow(batch_images[j, :, :, 0], cmap='gray')
        
        filename = f'{filename_prefix}_batch_{i+1}.png'
        plt.savefig(filename)
        plt.close()

# Define function to generate and save images using a saved model
def generate_and_save_images(model_path, latent_dim, n_samples, n_classes=26):
    # Load the saved generator model
    g_model = load_model(model_path)
    
    # Generate points in latent space
    z_input, numeric_labels, alphabetic_labels = generate_latent_points(latent_dim, n_samples, n_classes)
    
    # Generate images from the latent points
    images = g_model.predict([z_input, np.array(numeric_labels)])
    
    # Save images in batches
    save_plots(images, 'generated_images', n_images_per_file=100)
    
    # Return alphabetic labels for class distribution
    return alphabetic_labels

# Define function to plot class distribution
def plot_class_distribution(labels, filename='class_distribution.png'):
    # Count the frequency of each class
    class_counts = Counter(labels)
    
    # Extract sorted class labels and their counts
    class_labels = sorted(class_counts.keys())
    counts = [class_counts[label] for label in class_labels]
    
    plt.figure(figsize=(10, 5))
    plt.bar(class_labels, counts, color='skyblue')
    plt.xlabel('Class')
    plt.ylabel('Number of Images')
    plt.title('Class Distribution of Generated Images')
    plt.savefig(filename)
    plt.close()

# Set parameters
model_path = 'best_hypertuned_CGAN_100.h5'  
latent_dim = 100
n_classes = 26

# Generate and save 300 images
labels = generate_and_save_images(model_path, latent_dim, n_samples=300, n_classes=n_classes)

# Plot the class distribution
plot_class_distribution(labels)

WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.
10/10 [==============================] - 0s 31ms/step